{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7a8d255e",
   "metadata": {},
   "source": [
    "# **Homework 1: COVID-19 Cases Prediction (Regression)**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4db80046",
   "metadata": {},
   "source": [
    "Objectives:\n",
    "* Solve a regression problem with deep neural networks (DNN).\n",
    "* Understand basic DNN training tips.\n",
    "* Familiarize yourself with PyTorch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5fef70d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Numerical Operations\n",
    "import math\n",
    "import numpy as np\n",
    "\n",
    "# Reading/Writing Data\n",
    "import pandas as pd\n",
    "import os\n",
    "import csv\n",
    "\n",
    "# For Progress Bar\n",
    "from tqdm import tqdm\n",
    "\n",
    "# Pytorch\n",
    "import torch \n",
    "import torch.nn as nn\n",
    "from torch.utils.data import Dataset, DataLoader, random_split\n",
    "\n",
    "# For plotting learning curve\n",
    "from torch.utils.tensorboard import SummaryWriter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "585cef48",
   "metadata": {},
   "outputs": [],
   "source": [
    "def same_seed(seed): \n",
    "    '''Fixes random number generator seeds for reproducibility.'''\n",
    "    torch.backends.cudnn.deterministic = True\n",
    "    torch.backends.cudnn.benchmark = False\n",
    "    np.random.seed(seed)\n",
    "    torch.manual_seed(seed)\n",
    "    if torch.cuda.is_available():\n",
    "        torch.cuda.manual_seed_all(seed)\n",
    "\n",
    "def train_valid_split(data_set, valid_ratio, seed):\n",
    "    '''Split provided training data into training set and validation set'''\n",
    "    valid_set_size = int(valid_ratio * len(data_set)) \n",
    "    train_set_size = len(data_set) - valid_set_size\n",
    "    train_set, valid_set = random_split(data_set, [train_set_size, valid_set_size], generator=torch.Generator().manual_seed(seed))\n",
    "    return np.array(train_set), np.array(valid_set)\n",
    "\n",
    "def predict(test_loader, model, device):\n",
    "    model.eval() # Set your model to evaluation mode.\n",
    "    preds = []\n",
    "    for x in tqdm(test_loader):\n",
    "        x = x.to(device)                        \n",
    "        with torch.no_grad():                   \n",
    "            pred = model(x)                     \n",
    "            preds.append(pred.detach().cpu())   \n",
    "    preds = torch.cat(preds, dim=0).numpy()  \n",
    "    return preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8424c71b",
   "metadata": {},
   "outputs": [],
   "source": [
    "class COVID19Dataset(Dataset):\n",
    "    '''\n",
    "    x: Features.\n",
    "    y: Targets, if none, do prediction.\n",
    "    '''\n",
    "    def __init__(self, x, y=None):\n",
    "        if y is None:\n",
    "            self.y = y\n",
    "        else:\n",
    "            self.y = torch.FloatTensor(y)\n",
    "        self.x = torch.FloatTensor(x)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        if self.y is None:\n",
    "            return self.x[idx]\n",
    "        else:\n",
    "            return self.x[idx], self.y[idx]\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.x)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a401c9fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "class My_Model(nn.Module):\n",
    "    def __init__(self, input_dim):\n",
    "        super(My_Model, self).__init__()\n",
    "        # TODO: modify model's structure, be aware of dimensions. \n",
    "        self.layers = nn.Sequential(\n",
    "            nn.Linear(input_dim, 16),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(16, 8),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(8, 1)\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.layers(x)\n",
    "        x = x.squeeze(1) # (B, 1) -> (B)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f61ba79",
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_feat(train_data, valid_data, test_data, select_all=True):\n",
    "    '''Selects useful features to perform regression'''\n",
    "    y_train, y_valid = train_data[:,-1], valid_data[:,-1]\n",
    "    raw_x_train, raw_x_valid, raw_x_test = train_data[:,:-1], valid_data[:,:-1], test_data\n",
    "\n",
    "    if select_all:\n",
    "        feat_idx = list(range(raw_x_train.shape[1]))\n",
    "    else:\n",
    "        feat_idx = [0,1,2,3,4] # TODO: Select suitable feature columns.\n",
    "        \n",
    "    return raw_x_train[:,feat_idx], raw_x_valid[:,feat_idx], raw_x_test[:,feat_idx], y_train, y_valid"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6040e1e",
   "metadata": {},
   "source": [
    "## Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9093c11e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def trainer(train_loader, valid_loader, model, config, device):\n",
    "\n",
    "    criterion = nn.MSELoss(reduction='mean') # Define your loss function, do not modify this.\n",
    "\n",
    "    # Define your optimization algorithm. \n",
    "    # TODO: Please check https://pytorch.org/docs/stable/optim.html to get more available algorithms.\n",
    "    # TODO: L2 regularization (optimizer(weight decay...) or implement by your self).\n",
    "    optimizer = torch.optim.SGD(model.parameters(), lr=config['learning_rate'], momentum=0.9) \n",
    "    \n",
    "    writer = SummaryWriter() # Writer of tensoboard.\n",
    "\n",
    "    if not os.path.isdir('./models'):\n",
    "        os.mkdir('./models') # Create directory of saving models.\n",
    "\n",
    "    n_epochs, best_loss, step, early_stop_count = config['n_epochs'], math.inf, 0, 0\n",
    "\n",
    "    for epoch in range(n_epochs):\n",
    "        model.train() # Set your model to train mode.\n",
    "        loss_record = []\n",
    "\n",
    "        # tqdm is a package to visualize your training progress.\n",
    "        train_pbar = tqdm(train_loader, position=0, leave=True)\n",
    "\n",
    "        for x, y in train_pbar:\n",
    "            optimizer.zero_grad()               # Set gradient to zero.\n",
    "            x, y = x.to(device), y.to(device)   # Move your data to device. \n",
    "            pred = model(x)             \n",
    "            loss = criterion(pred, y)\n",
    "            loss.backward()                     # Compute gradient(backpropagation).\n",
    "            optimizer.step()                    # Update parameters.\n",
    "            step += 1\n",
    "            loss_record.append(loss.detach().item())\n",
    "            \n",
    "            # Display current epoch number and loss on tqdm progress bar.\n",
    "            train_pbar.set_description(f'Epoch [{epoch+1}/{n_epochs}]')\n",
    "            train_pbar.set_postfix({'loss': loss.detach().item()})\n",
    "\n",
    "        mean_train_loss = sum(loss_record)/len(loss_record)\n",
    "        writer.add_scalar('Loss/train', mean_train_loss, step)\n",
    "\n",
    "        model.eval() # Set your model to evaluation mode.\n",
    "        loss_record = []\n",
    "        for x, y in valid_loader:\n",
    "            x, y = x.to(device), y.to(device)\n",
    "            with torch.no_grad():\n",
    "                pred = model(x)\n",
    "                loss = criterion(pred, y)\n",
    "\n",
    "            loss_record.append(loss.item())\n",
    "            \n",
    "        mean_valid_loss = sum(loss_record)/len(loss_record)\n",
    "        print(f'Epoch [{epoch+1}/{n_epochs}]: Train loss: {mean_train_loss:.4f}, Valid loss: {mean_valid_loss:.4f}')\n",
    "        writer.add_scalar('Loss/valid', mean_valid_loss, step)\n",
    "\n",
    "        if mean_valid_loss < best_loss:\n",
    "            best_loss = mean_valid_loss\n",
    "            torch.save(model.state_dict(), config['save_path']) # Save your best model\n",
    "            print('Saving model with loss {:.3f}...'.format(best_loss))\n",
    "            early_stop_count = 0\n",
    "        else: \n",
    "            early_stop_count += 1\n",
    "\n",
    "        if early_stop_count >= config['early_stop']:\n",
    "            print('\\nModel is not improving, so we halt the training session.')\n",
    "            return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0808a141",
   "metadata": {},
   "outputs": [],
   "source": [
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "config = {\n",
    "    'seed': 5201314,      # Your seed number, you can pick your lucky number. :)\n",
    "    'select_all': True,   # Whether to use all features.\n",
    "    'valid_ratio': 0.2,   # validation_size = train_size * valid_ratio\n",
    "    'n_epochs': 3000,     # Number of epochs.            \n",
    "    'batch_size': 256, \n",
    "    'learning_rate': 1e-5,              \n",
    "    'early_stop': 400,    # If model has not improved for this many consecutive epochs, stop training.     \n",
    "    'save_path': './models/model.ckpt'  # Your model will be saved here.\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0d2f1353",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_data size: (2160, 118) \n",
      "valid_data size: (539, 118) \n",
      "test_data size: (1078, 117)\n",
      "number of features: 117\n"
     ]
    }
   ],
   "source": [
    "# Set seed for reproducibility\n",
    "same_seed(config['seed'])\n",
    "\n",
    "\n",
    "# train_data size: 2699 x 118 (id + 37 states + 16 features x 5 days) \n",
    "# test_data size: 1078 x 117 (without last day's positive rate)\n",
    "train_data, test_data = pd.read_csv('./covid.train.csv').values, pd.read_csv('./covid.test.csv').values\n",
    "train_data, valid_data = train_valid_split(train_data, config['valid_ratio'], config['seed'])\n",
    "\n",
    "# Print out the data size.\n",
    "print(f\"\"\"train_data size: {train_data.shape} \n",
    "valid_data size: {valid_data.shape} \n",
    "test_data size: {test_data.shape}\"\"\")\n",
    "\n",
    "# Select features\n",
    "x_train, x_valid, x_test, y_train, y_valid = select_feat(train_data, valid_data, test_data, config['select_all'])\n",
    "\n",
    "# Print out the number of features.\n",
    "print(f'number of features: {x_train.shape[1]}')\n",
    "\n",
    "train_dataset, valid_dataset, test_dataset = COVID19Dataset(x_train, y_train), \\\n",
    "                                            COVID19Dataset(x_valid, y_valid), \\\n",
    "                                            COVID19Dataset(x_test)\n",
    "\n",
    "# Pytorch data loader loads pytorch dataset into batches.\n",
    "train_loader = DataLoader(train_dataset, batch_size=config['batch_size'], shuffle=True, pin_memory=True)\n",
    "valid_loader = DataLoader(valid_dataset, batch_size=config['batch_size'], shuffle=True, pin_memory=True)\n",
    "test_loader = DataLoader(test_dataset, batch_size=config['batch_size'], shuffle=False, pin_memory=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "43f05e13",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1/3000]: 100%|██████████| 9/9 [00:05<00:00,  1.52it/s, loss=60.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1/3000]: Train loss: 134.2442, Valid loss: 107.2154\n",
      "Saving model with loss 107.215...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.81it/s, loss=65.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2/3000]: Train loss: 69.8928, Valid loss: 50.8182\n",
      "Saving model with loss 50.818...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [3/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.56it/s, loss=61.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [3/3000]: Train loss: 48.5299, Valid loss: 39.1162\n",
      "Saving model with loss 39.116...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [4/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.98it/s, loss=42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [4/3000]: Train loss: 39.2691, Valid loss: 39.9758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [5/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.29it/s, loss=37.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [5/3000]: Train loss: 34.3680, Valid loss: 34.5855\n",
      "Saving model with loss 34.586...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [6/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.57it/s, loss=35.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [6/3000]: Train loss: 32.7020, Valid loss: 34.4897\n",
      "Saving model with loss 34.490...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [7/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.66it/s, loss=30.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [7/3000]: Train loss: 31.6557, Valid loss: 32.7823\n",
      "Saving model with loss 32.782...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [8/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.85it/s, loss=31.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [8/3000]: Train loss: 31.0152, Valid loss: 28.5507\n",
      "Saving model with loss 28.551...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [9/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.07it/s, loss=28.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [9/3000]: Train loss: 30.0828, Valid loss: 29.0465\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [10/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.95it/s, loss=30]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [10/3000]: Train loss: 29.1485, Valid loss: 29.9683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [11/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.74it/s, loss=30.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [11/3000]: Train loss: 27.2044, Valid loss: 34.4240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [12/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.73it/s, loss=28.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [12/3000]: Train loss: 30.4588, Valid loss: 30.5449\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [13/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.35it/s, loss=26.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [13/3000]: Train loss: 28.8502, Valid loss: 38.8161\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [14/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.79it/s, loss=25.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [14/3000]: Train loss: 30.4945, Valid loss: 23.6366\n",
      "Saving model with loss 23.637...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [15/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.07it/s, loss=20]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [15/3000]: Train loss: 22.0876, Valid loss: 21.6634\n",
      "Saving model with loss 21.663...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [16/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.93it/s, loss=27.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [16/3000]: Train loss: 21.9709, Valid loss: 21.4198\n",
      "Saving model with loss 21.420...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [17/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.61it/s, loss=18.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [17/3000]: Train loss: 18.8819, Valid loss: 17.4512\n",
      "Saving model with loss 17.451...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [18/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.55it/s, loss=16.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [18/3000]: Train loss: 19.4506, Valid loss: 16.2926\n",
      "Saving model with loss 16.293...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [19/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.87it/s, loss=18.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [19/3000]: Train loss: 17.1159, Valid loss: 12.4209\n",
      "Saving model with loss 12.421...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [20/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.15it/s, loss=16.1]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [20/3000]: Train loss: 14.4299, Valid loss: 12.4149\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving model with loss 12.415...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [21/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.80it/s, loss=11.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [21/3000]: Train loss: 12.4321, Valid loss: 10.2076\n",
      "Saving model with loss 10.208...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [22/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.19it/s, loss=8.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [22/3000]: Train loss: 9.8818, Valid loss: 8.9808\n",
      "Saving model with loss 8.981...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [23/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.47it/s, loss=9.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [23/3000]: Train loss: 9.4190, Valid loss: 8.1920\n",
      "Saving model with loss 8.192...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [24/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.81it/s, loss=5.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [24/3000]: Train loss: 9.9770, Valid loss: 11.8166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [25/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.06it/s, loss=11.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [25/3000]: Train loss: 13.3683, Valid loss: 19.0415\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [26/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.98it/s, loss=34.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [26/3000]: Train loss: 32.7104, Valid loss: 15.1710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [27/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.75it/s, loss=13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [27/3000]: Train loss: 22.4558, Valid loss: 29.9354\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [28/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.63it/s, loss=6.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [28/3000]: Train loss: 16.2472, Valid loss: 22.7943\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [29/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.51it/s, loss=11.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [29/3000]: Train loss: 14.4859, Valid loss: 12.4858\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [30/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.47it/s, loss=14.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [30/3000]: Train loss: 13.8468, Valid loss: 12.4818\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [31/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.58it/s, loss=7.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [31/3000]: Train loss: 10.1976, Valid loss: 9.6830\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [32/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.55it/s, loss=9.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [32/3000]: Train loss: 9.5205, Valid loss: 19.7362\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [33/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.75it/s, loss=6.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [33/3000]: Train loss: 11.1228, Valid loss: 14.5916\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [34/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.63it/s, loss=6.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [34/3000]: Train loss: 7.7913, Valid loss: 5.8431\n",
      "Saving model with loss 5.843...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [35/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.26it/s, loss=6.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [35/3000]: Train loss: 6.5597, Valid loss: 7.7037\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [36/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.46it/s, loss=6.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [36/3000]: Train loss: 8.2025, Valid loss: 6.4492\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [37/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.25it/s, loss=5.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [37/3000]: Train loss: 7.1231, Valid loss: 7.7202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [38/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.87it/s, loss=5.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [38/3000]: Train loss: 5.7566, Valid loss: 6.2918\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [39/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.87it/s, loss=32.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [39/3000]: Train loss: 10.8934, Valid loss: 5.0731\n",
      "Saving model with loss 5.073...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [40/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.16it/s, loss=61.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [40/3000]: Train loss: 62.5354, Valid loss: 72.5606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [41/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.46it/s, loss=50.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [41/3000]: Train loss: 54.3186, Valid loss: 45.4919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [42/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.16it/s, loss=23.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [42/3000]: Train loss: 37.6027, Valid loss: 23.9505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [43/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.74it/s, loss=23.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [43/3000]: Train loss: 26.9674, Valid loss: 28.3683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [44/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.76it/s, loss=21.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [44/3000]: Train loss: 23.7885, Valid loss: 23.6656\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [45/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.57it/s, loss=18.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [45/3000]: Train loss: 20.3346, Valid loss: 22.4848\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [46/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.87it/s, loss=18.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [46/3000]: Train loss: 18.9792, Valid loss: 18.5601\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [47/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.19it/s, loss=16.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [47/3000]: Train loss: 16.5253, Valid loss: 15.5262\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [48/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.57it/s, loss=12.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [48/3000]: Train loss: 14.2245, Valid loss: 15.6778\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [49/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.82it/s, loss=11.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [49/3000]: Train loss: 12.2875, Valid loss: 10.5060\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [50/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.00it/s, loss=7.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [50/3000]: Train loss: 9.7661, Valid loss: 9.4591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [51/3000]: 100%|██████████| 9/9 [00:00<00:00, 116.36it/s, loss=10.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [51/3000]: Train loss: 11.4276, Valid loss: 12.0192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [52/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.19it/s, loss=15.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [52/3000]: Train loss: 8.3528, Valid loss: 12.3393\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [53/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.38it/s, loss=16.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [53/3000]: Train loss: 13.8100, Valid loss: 8.2303\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [54/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.83it/s, loss=20.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [54/3000]: Train loss: 11.4761, Valid loss: 44.0983\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [55/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.59it/s, loss=112]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [55/3000]: Train loss: 64.7026, Valid loss: 118.4290\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [56/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.11it/s, loss=38.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [56/3000]: Train loss: 105.0805, Valid loss: 214.0314\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [57/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.06it/s, loss=120]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [57/3000]: Train loss: 113.8520, Valid loss: 124.8477\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [58/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.18it/s, loss=73.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [58/3000]: Train loss: 88.2214, Valid loss: 23.3343\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [59/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.35it/s, loss=36.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [59/3000]: Train loss: 33.1771, Valid loss: 24.9674\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [60/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.38it/s, loss=20.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [60/3000]: Train loss: 25.9940, Valid loss: 28.3225\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [61/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.71it/s, loss=21.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [61/3000]: Train loss: 23.7393, Valid loss: 20.7953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [62/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.43it/s, loss=18.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [62/3000]: Train loss: 19.9783, Valid loss: 18.8861\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [63/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.18it/s, loss=15.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [63/3000]: Train loss: 17.1507, Valid loss: 17.3830\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [64/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.22it/s, loss=22.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [64/3000]: Train loss: 16.0851, Valid loss: 15.2784\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [65/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.18it/s, loss=14.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [65/3000]: Train loss: 14.1803, Valid loss: 12.9247\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [66/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.07it/s, loss=11.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [66/3000]: Train loss: 11.9432, Valid loss: 11.8479\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [67/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.86it/s, loss=12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [67/3000]: Train loss: 10.7430, Valid loss: 9.6735\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [68/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.23it/s, loss=8.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [68/3000]: Train loss: 8.5622, Valid loss: 8.6053\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [69/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.89it/s, loss=7.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [69/3000]: Train loss: 7.1886, Valid loss: 7.2338\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [70/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.71it/s, loss=4.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [70/3000]: Train loss: 6.2940, Valid loss: 6.3732\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [71/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.52it/s, loss=8.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [71/3000]: Train loss: 7.3811, Valid loss: 6.3728\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [72/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.57it/s, loss=12.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [72/3000]: Train loss: 8.2573, Valid loss: 6.6023\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [73/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.06it/s, loss=9.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [73/3000]: Train loss: 7.6770, Valid loss: 5.9565\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [74/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.52it/s, loss=5.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [74/3000]: Train loss: 5.8676, Valid loss: 5.4566\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [75/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.42it/s, loss=4.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [75/3000]: Train loss: 5.8477, Valid loss: 5.1054\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [76/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.89it/s, loss=4.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [76/3000]: Train loss: 5.4549, Valid loss: 5.6359\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [77/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.70it/s, loss=5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [77/3000]: Train loss: 5.7359, Valid loss: 5.7062\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [78/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.68it/s, loss=5.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [78/3000]: Train loss: 5.5808, Valid loss: 4.7958\n",
      "Saving model with loss 4.796...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [79/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.46it/s, loss=6.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [79/3000]: Train loss: 5.5997, Valid loss: 7.8096\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [80/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.85it/s, loss=5.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [80/3000]: Train loss: 6.3206, Valid loss: 5.6934\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [81/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.28it/s, loss=6.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [81/3000]: Train loss: 5.4879, Valid loss: 6.1164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [82/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.48it/s, loss=6.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [82/3000]: Train loss: 5.4563, Valid loss: 4.9356\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [83/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.96it/s, loss=5.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [83/3000]: Train loss: 5.4184, Valid loss: 6.8434\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [84/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.59it/s, loss=6.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [84/3000]: Train loss: 5.7860, Valid loss: 6.3275\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [85/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.87it/s, loss=5.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [85/3000]: Train loss: 5.6461, Valid loss: 4.4981\n",
      "Saving model with loss 4.498...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [86/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.38it/s, loss=9.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [86/3000]: Train loss: 6.0491, Valid loss: 5.3081\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [87/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.47it/s, loss=7.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [87/3000]: Train loss: 6.6060, Valid loss: 10.7007\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [88/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.00it/s, loss=4.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [88/3000]: Train loss: 7.0395, Valid loss: 6.3335\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [89/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.49it/s, loss=5.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [89/3000]: Train loss: 6.9502, Valid loss: 12.6340\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [90/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.82it/s, loss=6.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [90/3000]: Train loss: 7.4413, Valid loss: 7.4741\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [91/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.94it/s, loss=5.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [91/3000]: Train loss: 7.7680, Valid loss: 12.5271\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [92/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.38it/s, loss=5.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [92/3000]: Train loss: 6.7264, Valid loss: 6.7707\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [93/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.32it/s, loss=5.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [93/3000]: Train loss: 5.6153, Valid loss: 5.3886\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [94/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.32it/s, loss=8.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [94/3000]: Train loss: 6.2130, Valid loss: 5.6856\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [95/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.59it/s, loss=7.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [95/3000]: Train loss: 6.0015, Valid loss: 6.7747\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [96/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.62it/s, loss=5.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [96/3000]: Train loss: 6.2007, Valid loss: 5.9904\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [97/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.42it/s, loss=5.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [97/3000]: Train loss: 6.2875, Valid loss: 5.0530\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [98/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.66it/s, loss=5.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [98/3000]: Train loss: 5.4171, Valid loss: 5.5308\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [99/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.27it/s, loss=6.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [99/3000]: Train loss: 6.1077, Valid loss: 5.0212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [100/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.95it/s, loss=5.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [100/3000]: Train loss: 5.2929, Valid loss: 5.1702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [101/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.46it/s, loss=5.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [101/3000]: Train loss: 5.2228, Valid loss: 5.7424\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [102/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.50it/s, loss=5.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [102/3000]: Train loss: 5.3321, Valid loss: 6.3927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [103/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.48it/s, loss=5.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [103/3000]: Train loss: 5.3810, Valid loss: 5.8374\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [104/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.34it/s, loss=7.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [104/3000]: Train loss: 5.9244, Valid loss: 4.8838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [105/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.03it/s, loss=6.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [105/3000]: Train loss: 6.2766, Valid loss: 5.7922\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [106/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.76it/s, loss=5.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [106/3000]: Train loss: 5.6134, Valid loss: 4.6302\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [107/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.41it/s, loss=7.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [107/3000]: Train loss: 5.6597, Valid loss: 5.5419\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [108/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.58it/s, loss=5.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [108/3000]: Train loss: 5.9269, Valid loss: 7.4705\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [109/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.52it/s, loss=4.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [109/3000]: Train loss: 5.6153, Valid loss: 5.6643\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [110/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.51it/s, loss=14.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [110/3000]: Train loss: 7.0896, Valid loss: 5.0541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [111/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.03it/s, loss=8.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [111/3000]: Train loss: 7.4261, Valid loss: 5.6605\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [112/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.92it/s, loss=7.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [112/3000]: Train loss: 7.3026, Valid loss: 5.3222\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [113/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.25it/s, loss=5.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [113/3000]: Train loss: 5.9845, Valid loss: 6.0917\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [114/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.06it/s, loss=6.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [114/3000]: Train loss: 5.2672, Valid loss: 4.7784\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [115/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.33it/s, loss=5.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [115/3000]: Train loss: 4.9941, Valid loss: 4.6958\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [116/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.08it/s, loss=5.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [116/3000]: Train loss: 4.9751, Valid loss: 4.7379\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [117/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.47it/s, loss=4.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [117/3000]: Train loss: 5.0319, Valid loss: 6.3442\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [118/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.35it/s, loss=6.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [118/3000]: Train loss: 5.6777, Valid loss: 4.5809\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [119/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.25it/s, loss=5.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [119/3000]: Train loss: 4.9521, Valid loss: 5.1730\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [120/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.36it/s, loss=7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [120/3000]: Train loss: 5.0385, Valid loss: 4.6777\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [121/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.85it/s, loss=4.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [121/3000]: Train loss: 4.9056, Valid loss: 5.0791\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [122/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.91it/s, loss=4.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [122/3000]: Train loss: 4.9176, Valid loss: 5.0443\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [123/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.05it/s, loss=5.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [123/3000]: Train loss: 5.9168, Valid loss: 7.4085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [124/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.87it/s, loss=4.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [124/3000]: Train loss: 5.4930, Valid loss: 5.1230\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [125/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.93it/s, loss=5.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [125/3000]: Train loss: 5.2545, Valid loss: 6.2217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [126/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.20it/s, loss=6.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [126/3000]: Train loss: 5.7187, Valid loss: 4.8458\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [127/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.09it/s, loss=5.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [127/3000]: Train loss: 5.1735, Valid loss: 4.7296\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [128/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.56it/s, loss=4.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [128/3000]: Train loss: 4.7391, Valid loss: 5.5129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [129/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.67it/s, loss=3.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [129/3000]: Train loss: 5.3495, Valid loss: 5.1732\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [130/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.98it/s, loss=3.68]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [130/3000]: Train loss: 5.8532, Valid loss: 11.6196\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [131/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.48it/s, loss=6.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [131/3000]: Train loss: 6.5265, Valid loss: 4.8778\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [132/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.47it/s, loss=4.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [132/3000]: Train loss: 5.9702, Valid loss: 7.7710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [133/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.69it/s, loss=6.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [133/3000]: Train loss: 5.7717, Valid loss: 8.7053\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [134/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.80it/s, loss=4.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [134/3000]: Train loss: 6.8688, Valid loss: 6.6075\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [135/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.40it/s, loss=8.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [135/3000]: Train loss: 5.7947, Valid loss: 5.2143\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [136/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.94it/s, loss=4.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [136/3000]: Train loss: 5.1026, Valid loss: 5.5705\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [137/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.06it/s, loss=4.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [137/3000]: Train loss: 4.8123, Valid loss: 4.8052\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [138/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.84it/s, loss=5.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [138/3000]: Train loss: 5.0781, Valid loss: 4.6497\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [139/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.81it/s, loss=6.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [139/3000]: Train loss: 4.8702, Valid loss: 4.6378\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [140/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.92it/s, loss=5.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [140/3000]: Train loss: 5.5193, Valid loss: 4.3107\n",
      "Saving model with loss 4.311...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [141/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.83it/s, loss=4.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [141/3000]: Train loss: 4.8459, Valid loss: 4.7406\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [142/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.83it/s, loss=5.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [142/3000]: Train loss: 4.9477, Valid loss: 5.0248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [143/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.20it/s, loss=3.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [143/3000]: Train loss: 4.7588, Valid loss: 4.7148\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [144/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.74it/s, loss=5.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [144/3000]: Train loss: 5.1444, Valid loss: 4.8793\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [145/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.57it/s, loss=5.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [145/3000]: Train loss: 4.7758, Valid loss: 4.8314\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [146/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.68it/s, loss=4.07]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [146/3000]: Train loss: 4.5877, Valid loss: 5.2258"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [147/3000]: 100%|██████████| 9/9 [00:00<00:00, 110.66it/s, loss=5.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [147/3000]: Train loss: 5.0471, Valid loss: 4.2447\n",
      "Saving model with loss 4.245...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [148/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.32it/s, loss=5.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [148/3000]: Train loss: 5.1138, Valid loss: 5.1738\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [149/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.99it/s, loss=4.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [149/3000]: Train loss: 4.7230, Valid loss: 4.4664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [150/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.62it/s, loss=4.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [150/3000]: Train loss: 4.5484, Valid loss: 4.4862\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [151/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.59it/s, loss=4.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [151/3000]: Train loss: 4.4888, Valid loss: 4.5385\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [152/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.68it/s, loss=3.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [152/3000]: Train loss: 4.8522, Valid loss: 4.8840\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [153/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.38it/s, loss=5.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [153/3000]: Train loss: 4.5481, Valid loss: 4.7954\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [154/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.29it/s, loss=5.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [154/3000]: Train loss: 4.5144, Valid loss: 4.5202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [155/3000]: 100%|██████████| 9/9 [00:00<00:00, 125.91it/s, loss=6.09]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [155/3000]: Train loss: 4.9008, Valid loss: 4.1431\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving model with loss 4.143...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [156/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.40it/s, loss=5.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [156/3000]: Train loss: 5.8042, Valid loss: 4.4640\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [157/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.32it/s, loss=4.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [157/3000]: Train loss: 4.9813, Valid loss: 4.2746\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [158/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.77it/s, loss=5.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [158/3000]: Train loss: 4.7337, Valid loss: 4.5552\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [159/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.36it/s, loss=3.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [159/3000]: Train loss: 4.4301, Valid loss: 4.7692\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [160/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.22it/s, loss=3.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [160/3000]: Train loss: 4.9880, Valid loss: 6.9330\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [161/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.40it/s, loss=3.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [161/3000]: Train loss: 4.9726, Valid loss: 5.2253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [162/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.42it/s, loss=3.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [162/3000]: Train loss: 4.4727, Valid loss: 3.7098\n",
      "Saving model with loss 3.710...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [163/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.69it/s, loss=5.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [163/3000]: Train loss: 5.0464, Valid loss: 5.1107\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [164/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.67it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [164/3000]: Train loss: 4.4649, Valid loss: 4.0680\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [165/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.85it/s, loss=3.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [165/3000]: Train loss: 4.5931, Valid loss: 6.1154\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [166/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.98it/s, loss=5.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [166/3000]: Train loss: 4.8563, Valid loss: 5.1180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [167/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.87it/s, loss=6.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [167/3000]: Train loss: 6.1217, Valid loss: 6.8063\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [168/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.93it/s, loss=3.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [168/3000]: Train loss: 5.3219, Valid loss: 4.9175\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [169/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.23it/s, loss=3.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [169/3000]: Train loss: 4.3384, Valid loss: 3.6978\n",
      "Saving model with loss 3.698...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [170/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.85it/s, loss=4.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [170/3000]: Train loss: 4.6357, Valid loss: 4.6327\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [171/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.07it/s, loss=4.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [171/3000]: Train loss: 4.4861, Valid loss: 6.6227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [172/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.83it/s, loss=5.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [172/3000]: Train loss: 4.8556, Valid loss: 4.3748\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [173/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.93it/s, loss=5.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [173/3000]: Train loss: 4.9463, Valid loss: 5.2949\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [174/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.37it/s, loss=5.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [174/3000]: Train loss: 5.0318, Valid loss: 4.3694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [175/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.65it/s, loss=3.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [175/3000]: Train loss: 4.2978, Valid loss: 3.9561\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [176/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.05it/s, loss=4.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [176/3000]: Train loss: 4.3934, Valid loss: 4.3717\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [177/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.63it/s, loss=5.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [177/3000]: Train loss: 4.4363, Valid loss: 4.8061\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [178/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.15it/s, loss=3.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [178/3000]: Train loss: 4.2518, Valid loss: 4.4873\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [179/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.30it/s, loss=5.94]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [179/3000]: Train loss: 4.8487, Valid loss: 4.3569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [180/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.17it/s, loss=4.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [180/3000]: Train loss: 4.5693, Valid loss: 5.4020\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [181/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.78it/s, loss=4.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [181/3000]: Train loss: 5.0825, Valid loss: 4.9488\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [182/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.32it/s, loss=7.03]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [182/3000]: Train loss: 5.6888, Valid loss: 5.1855"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [183/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.91it/s, loss=3.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [183/3000]: Train loss: 4.8845, Valid loss: 4.9414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [184/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.27it/s, loss=4.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [184/3000]: Train loss: 4.3787, Valid loss: 4.7856\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [185/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.21it/s, loss=3.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [185/3000]: Train loss: 4.5759, Valid loss: 4.2194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [186/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.66it/s, loss=3.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [186/3000]: Train loss: 4.1099, Valid loss: 4.2393\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [187/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.04it/s, loss=5.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [187/3000]: Train loss: 4.3112, Valid loss: 4.0957\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [188/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.57it/s, loss=5.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [188/3000]: Train loss: 4.4682, Valid loss: 3.9769\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [189/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.19it/s, loss=5.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [189/3000]: Train loss: 4.3575, Valid loss: 3.8187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [190/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.91it/s, loss=3.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [190/3000]: Train loss: 4.1645, Valid loss: 4.7630\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [191/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.71it/s, loss=4.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [191/3000]: Train loss: 4.1593, Valid loss: 3.8668\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [192/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.09it/s, loss=4.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [192/3000]: Train loss: 4.2059, Valid loss: 4.4336\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [193/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.46it/s, loss=3.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [193/3000]: Train loss: 4.8507, Valid loss: 8.3296\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [194/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.11it/s, loss=7.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [194/3000]: Train loss: 6.4872, Valid loss: 5.1029\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [195/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.30it/s, loss=5.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [195/3000]: Train loss: 5.7761, Valid loss: 7.5285\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [196/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.54it/s, loss=5.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [196/3000]: Train loss: 6.4264, Valid loss: 5.3750\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [197/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.06it/s, loss=6.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [197/3000]: Train loss: 5.5893, Valid loss: 4.3462\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [198/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.68it/s, loss=4.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [198/3000]: Train loss: 4.8288, Valid loss: 5.7561\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [199/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.10it/s, loss=5.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [199/3000]: Train loss: 4.8318, Valid loss: 3.9129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [200/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.55it/s, loss=3.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [200/3000]: Train loss: 4.0458, Valid loss: 4.1740\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [201/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.51it/s, loss=3.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [201/3000]: Train loss: 4.2003, Valid loss: 4.3900\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [202/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.18it/s, loss=5.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [202/3000]: Train loss: 4.4143, Valid loss: 4.6972\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [203/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.74it/s, loss=5.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [203/3000]: Train loss: 4.1691, Valid loss: 6.4433\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [204/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.12it/s, loss=3.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [204/3000]: Train loss: 5.0710, Valid loss: 3.8851\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [205/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.31it/s, loss=5.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [205/3000]: Train loss: 4.3627, Valid loss: 4.1293\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [206/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.21it/s, loss=3.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [206/3000]: Train loss: 4.3776, Valid loss: 6.5966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [207/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.80it/s, loss=4.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [207/3000]: Train loss: 5.8407, Valid loss: 5.0807\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [208/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.93it/s, loss=4.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [208/3000]: Train loss: 5.2166, Valid loss: 4.0732\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [209/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.22it/s, loss=4.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [209/3000]: Train loss: 4.2966, Valid loss: 4.6304\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [210/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.42it/s, loss=3.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [210/3000]: Train loss: 4.0790, Valid loss: 4.6972\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [211/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.61it/s, loss=4.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [211/3000]: Train loss: 4.1147, Valid loss: 3.7051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [212/3000]: 100%|██████████| 9/9 [00:00<00:00, 109.67it/s, loss=3.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [212/3000]: Train loss: 3.9028, Valid loss: 4.4707\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [213/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.89it/s, loss=4.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [213/3000]: Train loss: 4.0726, Valid loss: 4.2325\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [214/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.47it/s, loss=4.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [214/3000]: Train loss: 4.1245, Valid loss: 4.5019\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [215/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.28it/s, loss=3.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [215/3000]: Train loss: 4.2260, Valid loss: 4.0933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [216/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.10it/s, loss=4.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [216/3000]: Train loss: 3.8808, Valid loss: 4.3630\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [217/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.98it/s, loss=5.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [217/3000]: Train loss: 3.9320, Valid loss: 4.1069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [218/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.54it/s, loss=4.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [218/3000]: Train loss: 4.1158, Valid loss: 3.9206\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [219/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.67it/s, loss=3.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [219/3000]: Train loss: 4.4009, Valid loss: 4.4050\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [220/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.93it/s, loss=3.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [220/3000]: Train loss: 4.2926, Valid loss: 6.2182\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [221/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.35it/s, loss=3.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [221/3000]: Train loss: 4.4846, Valid loss: 3.8139\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [222/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.32it/s, loss=3.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [222/3000]: Train loss: 4.0879, Valid loss: 3.3871\n",
      "Saving model with loss 3.387...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [223/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.96it/s, loss=5.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [223/3000]: Train loss: 4.2860, Valid loss: 4.3619\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [224/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.10it/s, loss=3.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [224/3000]: Train loss: 4.7308, Valid loss: 4.7319\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [225/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.41it/s, loss=4.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [225/3000]: Train loss: 3.8621, Valid loss: 3.8221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [226/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.50it/s, loss=5.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [226/3000]: Train loss: 4.9203, Valid loss: 4.8045\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [227/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.07it/s, loss=3.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [227/3000]: Train loss: 4.6443, Valid loss: 3.2807\n",
      "Saving model with loss 3.281...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [228/3000]: 100%|██████████| 9/9 [00:00<00:00, 118.57it/s, loss=5.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [228/3000]: Train loss: 4.3225, Valid loss: 4.0969\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [229/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.17it/s, loss=3.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [229/3000]: Train loss: 4.0567, Valid loss: 4.7000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [230/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.90it/s, loss=3.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [230/3000]: Train loss: 4.6748, Valid loss: 6.1234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [231/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.43it/s, loss=3.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [231/3000]: Train loss: 4.6220, Valid loss: 4.1480\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [232/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.74it/s, loss=4.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [232/3000]: Train loss: 4.4408, Valid loss: 3.9341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [233/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.86it/s, loss=3.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [233/3000]: Train loss: 3.8836, Valid loss: 3.4845\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [234/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.56it/s, loss=5.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [234/3000]: Train loss: 3.8743, Valid loss: 3.9139\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [235/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.52it/s, loss=3.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [235/3000]: Train loss: 4.3874, Valid loss: 7.1670\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [236/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.16it/s, loss=4.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [236/3000]: Train loss: 4.2311, Valid loss: 3.3606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [237/3000]: 100%|██████████| 9/9 [00:00<00:00, 125.79it/s, loss=3.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [237/3000]: Train loss: 3.7864, Valid loss: 3.1907\n",
      "Saving model with loss 3.191...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [238/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.42it/s, loss=4.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [238/3000]: Train loss: 3.8238, Valid loss: 3.7545\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [239/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.31it/s, loss=4.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [239/3000]: Train loss: 4.0638, Valid loss: 3.9852\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [240/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.10it/s, loss=3.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [240/3000]: Train loss: 4.4913, Valid loss: 8.2990\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [241/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.20it/s, loss=3.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [241/3000]: Train loss: 4.7968, Valid loss: 3.3732\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [242/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.25it/s, loss=3.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [242/3000]: Train loss: 3.7082, Valid loss: 3.7937\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [243/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.64it/s, loss=3.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [243/3000]: Train loss: 3.7874, Valid loss: 3.6331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [244/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.78it/s, loss=3.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [244/3000]: Train loss: 3.7031, Valid loss: 3.4769\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [245/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.93it/s, loss=4.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [245/3000]: Train loss: 3.7082, Valid loss: 4.3156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [246/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.29it/s, loss=4.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [246/3000]: Train loss: 3.7534, Valid loss: 4.6780\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [247/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.86it/s, loss=4.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [247/3000]: Train loss: 4.6144, Valid loss: 4.7988\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [248/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.66it/s, loss=2.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [248/3000]: Train loss: 4.4946, Valid loss: 3.8345\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [249/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.15it/s, loss=3.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [249/3000]: Train loss: 4.4324, Valid loss: 4.3465\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [250/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.72it/s, loss=3.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [250/3000]: Train loss: 3.6732, Valid loss: 4.4733\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [251/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.43it/s, loss=4.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [251/3000]: Train loss: 3.9348, Valid loss: 3.2618\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [252/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.73it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [252/3000]: Train loss: 3.6358, Valid loss: 4.0806\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [253/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.70it/s, loss=4.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [253/3000]: Train loss: 4.0604, Valid loss: 4.2032\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [254/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.63it/s, loss=3.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [254/3000]: Train loss: 3.9988, Valid loss: 3.8443\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [255/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.48it/s, loss=3.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [255/3000]: Train loss: 3.5428, Valid loss: 3.7431\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [256/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.00it/s, loss=3.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [256/3000]: Train loss: 3.7814, Valid loss: 3.5294\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [257/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.24it/s, loss=4.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [257/3000]: Train loss: 3.9180, Valid loss: 3.9526\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [258/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.88it/s, loss=3.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [258/3000]: Train loss: 4.3671, Valid loss: 2.8662\n",
      "Saving model with loss 2.866...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [259/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.31it/s, loss=3.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [259/3000]: Train loss: 4.4643, Valid loss: 3.7787\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [260/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.84it/s, loss=3.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [260/3000]: Train loss: 3.9000, Valid loss: 3.9989\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [261/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.50it/s, loss=3.55]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [261/3000]: Train loss: 3.8235, Valid loss: 4.0862\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [262/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.82it/s, loss=3.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [262/3000]: Train loss: 3.7764, Valid loss: 5.1951\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [263/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.10it/s, loss=3.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [263/3000]: Train loss: 3.9411, Valid loss: 3.4051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [264/3000]: 100%|██████████| 9/9 [00:00<00:00, 111.69it/s, loss=3.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [264/3000]: Train loss: 3.8740, Valid loss: 4.3380\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [265/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.36it/s, loss=4.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [265/3000]: Train loss: 4.5796, Valid loss: 3.3334\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [266/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.38it/s, loss=2.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [266/3000]: Train loss: 3.9011, Valid loss: 6.1579\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [267/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.38it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [267/3000]: Train loss: 4.2021, Valid loss: 3.1931\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [268/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.91it/s, loss=5.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [268/3000]: Train loss: 3.6678, Valid loss: 6.2835\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [269/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.48it/s, loss=4.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [269/3000]: Train loss: 3.9273, Valid loss: 3.9858\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [270/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.83it/s, loss=8.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [270/3000]: Train loss: 4.9939, Valid loss: 3.7417\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [271/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.27it/s, loss=4.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [271/3000]: Train loss: 4.4777, Valid loss: 6.1602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [272/3000]: 100%|██████████| 9/9 [00:00<00:00, 242.81it/s, loss=5.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [272/3000]: Train loss: 4.9066, Valid loss: 3.1449\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [273/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.26it/s, loss=5.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [273/3000]: Train loss: 4.0241, Valid loss: 3.6469\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [274/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.85it/s, loss=3.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [274/3000]: Train loss: 4.4906, Valid loss: 4.5485\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [275/3000]: 100%|██████████| 9/9 [00:00<00:00, 308.55it/s, loss=3.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [275/3000]: Train loss: 3.5394, Valid loss: 3.9855\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [276/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.00it/s, loss=3.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [276/3000]: Train loss: 3.9718, Valid loss: 4.6689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [277/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.66it/s, loss=3.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [277/3000]: Train loss: 3.6240, Valid loss: 3.3339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [278/3000]: 100%|██████████| 9/9 [00:00<00:00, 116.83it/s, loss=3.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [278/3000]: Train loss: 3.3677, Valid loss: 2.8166\n",
      "Saving model with loss 2.817...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [279/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.77it/s, loss=4.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [279/3000]: Train loss: 3.4463, Valid loss: 3.3726\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [280/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.59it/s, loss=3.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [280/3000]: Train loss: 3.8767, Valid loss: 5.7026\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [281/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.01it/s, loss=5.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [281/3000]: Train loss: 4.6406, Valid loss: 6.7879\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [282/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.34it/s, loss=7.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [282/3000]: Train loss: 6.5388, Valid loss: 4.5806\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [283/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.11it/s, loss=4.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [283/3000]: Train loss: 5.1852, Valid loss: 3.5396\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [284/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.95it/s, loss=7.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [284/3000]: Train loss: 4.4319, Valid loss: 3.2740\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [285/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.34it/s, loss=3.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [285/3000]: Train loss: 3.8979, Valid loss: 3.4317\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [286/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.55it/s, loss=3.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [286/3000]: Train loss: 3.6729, Valid loss: 4.3498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [287/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.88it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [287/3000]: Train loss: 3.4803, Valid loss: 3.2719\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [288/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.24it/s, loss=3.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [288/3000]: Train loss: 3.6513, Valid loss: 3.5638\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [289/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.79it/s, loss=3.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [289/3000]: Train loss: 3.5635, Valid loss: 5.3620\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [290/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.79it/s, loss=6.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [290/3000]: Train loss: 4.3325, Valid loss: 6.6395\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [291/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.82it/s, loss=3.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [291/3000]: Train loss: 4.3283, Valid loss: 3.6381\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [292/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.59it/s, loss=4.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [292/3000]: Train loss: 3.9379, Valid loss: 4.3540\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [293/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.09it/s, loss=4.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [293/3000]: Train loss: 3.6478, Valid loss: 3.5210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [294/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.72it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [294/3000]: Train loss: 3.2458, Valid loss: 3.4863\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [295/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.07it/s, loss=4.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [295/3000]: Train loss: 3.8902, Valid loss: 3.6935\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [296/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.76it/s, loss=3.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [296/3000]: Train loss: 3.6969, Valid loss: 2.9216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [297/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.11it/s, loss=5.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [297/3000]: Train loss: 3.9448, Valid loss: 4.0064\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [298/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.53it/s, loss=3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [298/3000]: Train loss: 4.4671, Valid loss: 3.5621\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [299/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.98it/s, loss=3.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [299/3000]: Train loss: 3.3403, Valid loss: 4.4970\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [300/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.49it/s, loss=3.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [300/3000]: Train loss: 3.9423, Valid loss: 3.2136\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [301/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.06it/s, loss=2.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [301/3000]: Train loss: 3.7513, Valid loss: 3.6391\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [302/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.21it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [302/3000]: Train loss: 3.3296, Valid loss: 3.9138\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [303/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.65it/s, loss=3.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [303/3000]: Train loss: 3.3750, Valid loss: 3.6727\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [304/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.12it/s, loss=3.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [304/3000]: Train loss: 3.3790, Valid loss: 3.5654\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [305/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.73it/s, loss=3.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [305/3000]: Train loss: 3.3492, Valid loss: 4.2370\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [306/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.04it/s, loss=5.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [306/3000]: Train loss: 4.1012, Valid loss: 7.3080\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [307/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.26it/s, loss=3.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [307/3000]: Train loss: 3.9709, Valid loss: 3.8845\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [308/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.72it/s, loss=3.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [308/3000]: Train loss: 3.3945, Valid loss: 3.5066\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [309/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.31it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [309/3000]: Train loss: 4.2162, Valid loss: 3.5521\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [310/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.40it/s, loss=2.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [310/3000]: Train loss: 3.4312, Valid loss: 4.0142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [311/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.36it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [311/3000]: Train loss: 3.7517, Valid loss: 4.2203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [312/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.05it/s, loss=3.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [312/3000]: Train loss: 3.2800, Valid loss: 3.2381\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [313/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.01it/s, loss=4.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [313/3000]: Train loss: 3.5592, Valid loss: 3.0924\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [314/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.08it/s, loss=4.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [314/3000]: Train loss: 4.5386, Valid loss: 4.6016\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [315/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.29it/s, loss=3.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [315/3000]: Train loss: 3.5665, Valid loss: 2.8919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [316/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.66it/s, loss=4.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [316/3000]: Train loss: 3.4793, Valid loss: 4.8582\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [317/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.80it/s, loss=3.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [317/3000]: Train loss: 4.0102, Valid loss: 4.9230\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [318/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.20it/s, loss=4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [318/3000]: Train loss: 3.5306, Valid loss: 3.0600\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [319/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.88it/s, loss=4.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [319/3000]: Train loss: 3.3741, Valid loss: 3.6811\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [320/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.96it/s, loss=5.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [320/3000]: Train loss: 3.7895, Valid loss: 3.2043\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [321/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.18it/s, loss=6.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [321/3000]: Train loss: 4.5583, Valid loss: 3.9901\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [322/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.24it/s, loss=4.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [322/3000]: Train loss: 4.3782, Valid loss: 2.6742\n",
      "Saving model with loss 2.674...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [323/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.85it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [323/3000]: Train loss: 3.1465, Valid loss: 2.9043\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [324/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.53it/s, loss=3.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [324/3000]: Train loss: 3.1173, Valid loss: 3.5260\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [325/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.56it/s, loss=2.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [325/3000]: Train loss: 3.8048, Valid loss: 4.9195\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [326/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.49it/s, loss=6.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [326/3000]: Train loss: 4.3985, Valid loss: 7.2670\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [327/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.48it/s, loss=3.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [327/3000]: Train loss: 3.7203, Valid loss: 3.2761\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [328/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.47it/s, loss=3.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [328/3000]: Train loss: 3.6203, Valid loss: 5.9650\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [329/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.50it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [329/3000]: Train loss: 4.0260, Valid loss: 3.5195\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [330/3000]: 100%|██████████| 9/9 [00:00<00:00, 242.22it/s, loss=3.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [330/3000]: Train loss: 3.3804, Valid loss: 3.3499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [331/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.10it/s, loss=3.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [331/3000]: Train loss: 3.6323, Valid loss: 4.4975\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [332/3000]: 100%|██████████| 9/9 [00:00<00:00, 282.69it/s, loss=5.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [332/3000]: Train loss: 3.7743, Valid loss: 3.1817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [333/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.07it/s, loss=3.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [333/3000]: Train loss: 3.4662, Valid loss: 4.0532\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [334/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.72it/s, loss=2.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [334/3000]: Train loss: 3.3009, Valid loss: 4.1501\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [335/3000]: 100%|██████████| 9/9 [00:00<00:00, 264.80it/s, loss=2.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [335/3000]: Train loss: 2.9881, Valid loss: 3.1658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [336/3000]: 100%|██████████| 9/9 [00:00<00:00, 120.43it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [336/3000]: Train loss: 3.1140, Valid loss: 3.2169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [337/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.75it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [337/3000]: Train loss: 3.6943, Valid loss: 3.0285\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [338/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.38it/s, loss=3.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [338/3000]: Train loss: 3.1695, Valid loss: 3.6556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [339/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.00it/s, loss=3.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [339/3000]: Train loss: 3.2234, Valid loss: 3.3255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [340/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.97it/s, loss=3.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [340/3000]: Train loss: 3.2002, Valid loss: 3.0562\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [341/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.15it/s, loss=3.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [341/3000]: Train loss: 3.1571, Valid loss: 3.1070\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [342/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.77it/s, loss=3.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [342/3000]: Train loss: 3.9074, Valid loss: 6.8580\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [343/3000]: 100%|██████████| 9/9 [00:00<00:00, 256.77it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [343/3000]: Train loss: 3.9442, Valid loss: 4.4123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [344/3000]: 100%|██████████| 9/9 [00:00<00:00, 271.06it/s, loss=3.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [344/3000]: Train loss: 3.3673, Valid loss: 5.4205\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [345/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.80it/s, loss=4.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [345/3000]: Train loss: 4.1444, Valid loss: 4.4345\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [346/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.56it/s, loss=3.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [346/3000]: Train loss: 3.6794, Valid loss: 3.6433\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [347/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.74it/s, loss=3.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [347/3000]: Train loss: 3.8263, Valid loss: 3.3114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [348/3000]: 100%|██████████| 9/9 [00:00<00:00, 310.01it/s, loss=2.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [348/3000]: Train loss: 3.4546, Valid loss: 6.2361\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [349/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.45it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [349/3000]: Train loss: 4.7960, Valid loss: 6.1307\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [350/3000]: 100%|██████████| 9/9 [00:00<00:00, 116.25it/s, loss=3.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [350/3000]: Train loss: 4.0649, Valid loss: 5.4475\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [351/3000]: 100%|██████████| 9/9 [00:00<00:00, 269.78it/s, loss=4.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [351/3000]: Train loss: 3.7389, Valid loss: 4.1909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [352/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.23it/s, loss=5.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [352/3000]: Train loss: 4.6709, Valid loss: 3.2666\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [353/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.01it/s, loss=2.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [353/3000]: Train loss: 4.9129, Valid loss: 9.3686\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [354/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.02it/s, loss=8.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [354/3000]: Train loss: 6.7731, Valid loss: 7.0602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [355/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.27it/s, loss=5.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [355/3000]: Train loss: 5.4974, Valid loss: 3.5148\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [356/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.21it/s, loss=3.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [356/3000]: Train loss: 4.2911, Valid loss: 3.6505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [357/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.83it/s, loss=3.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [357/3000]: Train loss: 3.4106, Valid loss: 3.1825\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [358/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.70it/s, loss=4.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [358/3000]: Train loss: 3.4551, Valid loss: 3.4990\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [359/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.22it/s, loss=3.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [359/3000]: Train loss: 3.6986, Valid loss: 3.0192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [360/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.67it/s, loss=3.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [360/3000]: Train loss: 3.0508, Valid loss: 2.8584\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [361/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.81it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [361/3000]: Train loss: 3.2364, Valid loss: 3.4069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [362/3000]: 100%|██████████| 9/9 [00:00<00:00, 128.03it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [362/3000]: Train loss: 2.9354, Valid loss: 3.3123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [363/3000]: 100%|██████████| 9/9 [00:00<00:00, 240.45it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [363/3000]: Train loss: 3.0157, Valid loss: 2.9070\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [364/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.39it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [364/3000]: Train loss: 2.9283, Valid loss: 3.8037\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [365/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.06it/s, loss=3.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [365/3000]: Train loss: 3.5184, Valid loss: 4.8059\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [366/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.00it/s, loss=3.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [366/3000]: Train loss: 3.9955, Valid loss: 3.8133\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [367/3000]: 100%|██████████| 9/9 [00:00<00:00, 250.27it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [367/3000]: Train loss: 3.4670, Valid loss: 3.3405\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [368/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.73it/s, loss=3.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [368/3000]: Train loss: 3.0848, Valid loss: 3.2084\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [369/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.53it/s, loss=4.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [369/3000]: Train loss: 3.3990, Valid loss: 5.1723\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [370/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.97it/s, loss=4.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [370/3000]: Train loss: 3.8709, Valid loss: 3.0057\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [371/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.67it/s, loss=3.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [371/3000]: Train loss: 3.3360, Valid loss: 3.3156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [372/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.34it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [372/3000]: Train loss: 2.9633, Valid loss: 2.9866\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [373/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.00it/s, loss=3.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [373/3000]: Train loss: 3.0387, Valid loss: 2.7979\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [374/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.24it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [374/3000]: Train loss: 2.9090, Valid loss: 3.0024\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [375/3000]: 100%|██████████| 9/9 [00:00<00:00, 296.21it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [375/3000]: Train loss: 2.8758, Valid loss: 3.0239\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [376/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.07it/s, loss=3.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [376/3000]: Train loss: 2.8971, Valid loss: 3.6702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [377/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.13it/s, loss=3.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [377/3000]: Train loss: 3.5746, Valid loss: 3.0699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [378/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.08it/s, loss=4.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [378/3000]: Train loss: 3.7306, Valid loss: 3.0759\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [379/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.26it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [379/3000]: Train loss: 2.9329, Valid loss: 2.9330\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [380/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.06it/s, loss=5.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [380/3000]: Train loss: 4.2919, Valid loss: 5.2755\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [381/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.40it/s, loss=3.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [381/3000]: Train loss: 3.9132, Valid loss: 5.0613\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [382/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.05it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [382/3000]: Train loss: 3.5268, Valid loss: 2.9588\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [383/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.96it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [383/3000]: Train loss: 3.2811, Valid loss: 3.5011\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [384/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.50it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [384/3000]: Train loss: 3.1513, Valid loss: 3.7927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [385/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.75it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [385/3000]: Train loss: 2.9136, Valid loss: 3.0188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [386/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.02it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [386/3000]: Train loss: 2.8428, Valid loss: 3.4183\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [387/3000]: 100%|██████████| 9/9 [00:00<00:00, 305.31it/s, loss=3.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [387/3000]: Train loss: 2.9933, Valid loss: 3.4090\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [388/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.30it/s, loss=3.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [388/3000]: Train loss: 3.1898, Valid loss: 2.7719\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [389/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.16it/s, loss=3.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [389/3000]: Train loss: 2.9542, Valid loss: 4.4624\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [390/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.13it/s, loss=3.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [390/3000]: Train loss: 3.6513, Valid loss: 5.0160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [391/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.71it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [391/3000]: Train loss: 4.3657, Valid loss: 8.6343\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [392/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.27it/s, loss=3.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [392/3000]: Train loss: 5.0393, Valid loss: 9.3834\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [393/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.16it/s, loss=5.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [393/3000]: Train loss: 5.1092, Valid loss: 4.4830\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [394/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.76it/s, loss=7.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [394/3000]: Train loss: 4.3572, Valid loss: 4.1483\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [395/3000]: 100%|██████████| 9/9 [00:00<00:00, 261.37it/s, loss=7.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [395/3000]: Train loss: 6.1227, Valid loss: 3.3864\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [396/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.20it/s, loss=2.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [396/3000]: Train loss: 4.3757, Valid loss: 3.9644\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [397/3000]: 100%|██████████| 9/9 [00:00<00:00, 240.63it/s, loss=3.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [397/3000]: Train loss: 3.5912, Valid loss: 3.4693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [398/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.90it/s, loss=3.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [398/3000]: Train loss: 3.1492, Valid loss: 6.4897\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [399/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.60it/s, loss=2.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [399/3000]: Train loss: 4.0019, Valid loss: 3.1967\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [400/3000]: 100%|██████████| 9/9 [00:00<00:00, 125.68it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [400/3000]: Train loss: 2.9144, Valid loss: 5.0446\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [401/3000]: 100%|██████████| 9/9 [00:00<00:00, 110.88it/s, loss=3.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [401/3000]: Train loss: 5.1032, Valid loss: 4.6452\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [402/3000]: 100%|██████████| 9/9 [00:00<00:00, 293.11it/s, loss=3.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [402/3000]: Train loss: 3.3997, Valid loss: 4.1042\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [403/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.28it/s, loss=3.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [403/3000]: Train loss: 3.6455, Valid loss: 2.8441\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [404/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.28it/s, loss=6.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [404/3000]: Train loss: 4.3400, Valid loss: 3.1335\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [405/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.84it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [405/3000]: Train loss: 3.4799, Valid loss: 3.6179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [406/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.60it/s, loss=3.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [406/3000]: Train loss: 3.0113, Valid loss: 3.2646\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [407/3000]: 100%|██████████| 9/9 [00:00<00:00, 352.30it/s, loss=3.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [407/3000]: Train loss: 3.3603, Valid loss: 6.2211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [408/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.80it/s, loss=3.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [408/3000]: Train loss: 3.6902, Valid loss: 3.9493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [409/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.37it/s, loss=2.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [409/3000]: Train loss: 3.1877, Valid loss: 2.6102\n",
      "Saving model with loss 2.610...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [410/3000]: 100%|██████████| 9/9 [00:00<00:00, 260.49it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [410/3000]: Train loss: 2.9450, Valid loss: 2.8168\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [411/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.57it/s, loss=3.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [411/3000]: Train loss: 3.0096, Valid loss: 5.7878\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [412/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.03it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [412/3000]: Train loss: 3.5877, Valid loss: 3.1942\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [413/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.79it/s, loss=2.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [413/3000]: Train loss: 3.2796, Valid loss: 4.2258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [414/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.04it/s, loss=3.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [414/3000]: Train loss: 3.0492, Valid loss: 3.3008\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [415/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.66it/s, loss=3.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [415/3000]: Train loss: 3.0326, Valid loss: 3.0796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [416/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.23it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [416/3000]: Train loss: 3.5941, Valid loss: 5.8176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [417/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.32it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [417/3000]: Train loss: 4.2430, Valid loss: 4.6352\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [418/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.64it/s, loss=3.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [418/3000]: Train loss: 3.4249, Valid loss: 2.7235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [419/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.09it/s, loss=3.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [419/3000]: Train loss: 2.8707, Valid loss: 3.7226\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [420/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.43it/s, loss=4.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [420/3000]: Train loss: 3.3618, Valid loss: 4.5072\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [421/3000]: 100%|██████████| 9/9 [00:00<00:00, 122.52it/s, loss=3.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [421/3000]: Train loss: 4.1308, Valid loss: 3.4331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [422/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.25it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [422/3000]: Train loss: 4.0237, Valid loss: 3.5549\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [423/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.65it/s, loss=4.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [423/3000]: Train loss: 3.9577, Valid loss: 4.6370\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [424/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.62it/s, loss=2.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [424/3000]: Train loss: 3.4084, Valid loss: 2.8880\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [425/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.86it/s, loss=3.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [425/3000]: Train loss: 3.2702, Valid loss: 3.9641\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [426/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.60it/s, loss=2.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [426/3000]: Train loss: 3.7342, Valid loss: 5.3443\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [427/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.78it/s, loss=5.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [427/3000]: Train loss: 3.9065, Valid loss: 3.2066\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [428/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.88it/s, loss=3.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [428/3000]: Train loss: 3.1165, Valid loss: 4.4498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [429/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.97it/s, loss=5.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [429/3000]: Train loss: 3.9498, Valid loss: 3.8901\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [430/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.58it/s, loss=4.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [430/3000]: Train loss: 3.4839, Valid loss: 2.7483\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [431/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.42it/s, loss=3.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [431/3000]: Train loss: 3.0272, Valid loss: 6.8544\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [432/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.28it/s, loss=4.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [432/3000]: Train loss: 4.0324, Valid loss: 5.7620\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [433/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.57it/s, loss=4.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [433/3000]: Train loss: 4.4970, Valid loss: 3.8753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [434/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.99it/s, loss=2.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [434/3000]: Train loss: 2.9185, Valid loss: 3.6710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [435/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.34it/s, loss=3.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [435/3000]: Train loss: 3.2667, Valid loss: 4.7218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [436/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.51it/s, loss=3.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [436/3000]: Train loss: 3.3902, Valid loss: 5.8331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [437/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.31it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [437/3000]: Train loss: 4.6973, Valid loss: 5.2119\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [438/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.37it/s, loss=3.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [438/3000]: Train loss: 3.0655, Valid loss: 3.0179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [439/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.36it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [439/3000]: Train loss: 2.9088, Valid loss: 3.5080\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [440/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.10it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [440/3000]: Train loss: 3.3512, Valid loss: 3.8148\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [441/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.66it/s, loss=4.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [441/3000]: Train loss: 3.2166, Valid loss: 4.1736\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [442/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.40it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [442/3000]: Train loss: 3.1157, Valid loss: 3.2131\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [443/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.92it/s, loss=3.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [443/3000]: Train loss: 2.7981, Valid loss: 2.6339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [444/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.66it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [444/3000]: Train loss: 2.8134, Valid loss: 4.7156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [445/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.90it/s, loss=4.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [445/3000]: Train loss: 4.2292, Valid loss: 10.2131\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [446/3000]: 100%|██████████| 9/9 [00:00<00:00, 238.11it/s, loss=3.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [446/3000]: Train loss: 5.5715, Valid loss: 5.4436\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [447/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.86it/s, loss=3.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [447/3000]: Train loss: 4.1711, Valid loss: 3.8019\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [448/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.66it/s, loss=3.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [448/3000]: Train loss: 2.9963, Valid loss: 3.0836\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [449/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.23it/s, loss=2.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [449/3000]: Train loss: 3.2876, Valid loss: 2.5961\n",
      "Saving model with loss 2.596...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [450/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.45it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [450/3000]: Train loss: 3.0739, Valid loss: 3.7261\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [451/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.80it/s, loss=3.75]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [451/3000]: Train loss: 3.4371, Valid loss: 4.8004\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [452/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.92it/s, loss=3.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [452/3000]: Train loss: 4.0718, Valid loss: 5.6561\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [453/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.43it/s, loss=5.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [453/3000]: Train loss: 4.8800, Valid loss: 10.6315\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [454/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.30it/s, loss=5.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [454/3000]: Train loss: 5.7572, Valid loss: 3.3284\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [455/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.56it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [455/3000]: Train loss: 3.0373, Valid loss: 3.5129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [456/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.86it/s, loss=3.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [456/3000]: Train loss: 2.8503, Valid loss: 3.3129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [457/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.54it/s, loss=3.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [457/3000]: Train loss: 3.5722, Valid loss: 2.5679\n",
      "Saving model with loss 2.568...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [458/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.53it/s, loss=3.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [458/3000]: Train loss: 3.8833, Valid loss: 4.0029\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [459/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.24it/s, loss=3.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [459/3000]: Train loss: 3.5163, Valid loss: 2.8264\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [460/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.17it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [460/3000]: Train loss: 2.8588, Valid loss: 2.5703\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [461/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.26it/s, loss=2.05]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [461/3000]: Train loss: 2.5477, Valid loss: 4.3706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [462/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.09it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [462/3000]: Train loss: 3.0913, Valid loss: 3.0120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [463/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.39it/s, loss=2.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [463/3000]: Train loss: 2.8623, Valid loss: 2.5963\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [464/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.75it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [464/3000]: Train loss: 2.5604, Valid loss: 3.6550\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [465/3000]: 100%|██████████| 9/9 [00:00<00:00, 260.77it/s, loss=3.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [465/3000]: Train loss: 3.2385, Valid loss: 4.3623\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [466/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.80it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [466/3000]: Train loss: 3.1639, Valid loss: 4.3362\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [467/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.54it/s, loss=2.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [467/3000]: Train loss: 2.8673, Valid loss: 2.7078\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [468/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.89it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [468/3000]: Train loss: 2.6595, Valid loss: 3.1487\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [469/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.22it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [469/3000]: Train loss: 2.6721, Valid loss: 2.6162\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [470/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.99it/s, loss=3.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [470/3000]: Train loss: 3.0339, Valid loss: 6.4461\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [471/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.68it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [471/3000]: Train loss: 4.6738, Valid loss: 4.4888\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [472/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.16it/s, loss=3.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [472/3000]: Train loss: 3.4171, Valid loss: 4.4999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [473/3000]: 100%|██████████| 9/9 [00:00<00:00, 105.46it/s, loss=2.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [473/3000]: Train loss: 3.2058, Valid loss: 3.9405\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [474/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.66it/s, loss=2.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [474/3000]: Train loss: 2.6065, Valid loss: 3.2420\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [475/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.95it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [475/3000]: Train loss: 2.9966, Valid loss: 4.5004\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [476/3000]: 100%|██████████| 9/9 [00:00<00:00, 299.39it/s, loss=3.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [476/3000]: Train loss: 2.9348, Valid loss: 2.9446\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [477/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.00it/s, loss=3.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [477/3000]: Train loss: 3.0764, Valid loss: 3.4076\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [478/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.25it/s, loss=2.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [478/3000]: Train loss: 2.7303, Valid loss: 3.0834\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [479/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.12it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [479/3000]: Train loss: 2.5825, Valid loss: 2.3976\n",
      "Saving model with loss 2.398...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [480/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.13it/s, loss=3.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [480/3000]: Train loss: 2.8336, Valid loss: 3.0156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [481/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.70it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [481/3000]: Train loss: 2.9539, Valid loss: 4.0856\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [482/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.11it/s, loss=3.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [482/3000]: Train loss: 2.6179, Valid loss: 2.5198\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [483/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.81it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [483/3000]: Train loss: 2.7505, Valid loss: 3.1720\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [484/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.76it/s, loss=2.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [484/3000]: Train loss: 2.8112, Valid loss: 2.9889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [485/3000]: 100%|██████████| 9/9 [00:00<00:00, 252.60it/s, loss=2.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [485/3000]: Train loss: 2.6249, Valid loss: 2.4739\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [486/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.59it/s, loss=3.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [486/3000]: Train loss: 2.7079, Valid loss: 3.3077\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [487/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.85it/s, loss=4.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [487/3000]: Train loss: 3.9178, Valid loss: 11.5353\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [488/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.86it/s, loss=4.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [488/3000]: Train loss: 4.9368, Valid loss: 2.9499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [489/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.42it/s, loss=3.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [489/3000]: Train loss: 3.9406, Valid loss: 2.7817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [490/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.05it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [490/3000]: Train loss: 3.1679, Valid loss: 2.5527\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [491/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.17it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [491/3000]: Train loss: 2.7676, Valid loss: 2.4280\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [492/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.70it/s, loss=2.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [492/3000]: Train loss: 3.1030, Valid loss: 3.4189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [493/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.55it/s, loss=3.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [493/3000]: Train loss: 2.9424, Valid loss: 4.1432\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [494/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.48it/s, loss=3.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [494/3000]: Train loss: 3.1789, Valid loss: 2.9517\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [495/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.83it/s, loss=4.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [495/3000]: Train loss: 2.9457, Valid loss: 2.4270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [496/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.38it/s, loss=3.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [496/3000]: Train loss: 3.2378, Valid loss: 3.5349\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [497/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.44it/s, loss=4.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [497/3000]: Train loss: 4.4479, Valid loss: 2.8144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [498/3000]: 100%|██████████| 9/9 [00:00<00:00, 109.97it/s, loss=4.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [498/3000]: Train loss: 3.6683, Valid loss: 2.7041\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [499/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.54it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [499/3000]: Train loss: 2.9372, Valid loss: 2.5164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [500/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.09it/s, loss=3.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [500/3000]: Train loss: 2.7460, Valid loss: 4.0341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [501/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.87it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [501/3000]: Train loss: 3.3896, Valid loss: 2.7873\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [502/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.06it/s, loss=5.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [502/3000]: Train loss: 3.5388, Valid loss: 2.7071\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [503/3000]: 100%|██████████| 9/9 [00:00<00:00, 128.55it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [503/3000]: Train loss: 2.9933, Valid loss: 3.6019\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [504/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.90it/s, loss=3.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [504/3000]: Train loss: 3.6441, Valid loss: 3.1274\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [505/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.78it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [505/3000]: Train loss: 3.1510, Valid loss: 6.8247\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [506/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.14it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [506/3000]: Train loss: 4.0805, Valid loss: 7.8090\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [507/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.77it/s, loss=4.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [507/3000]: Train loss: 4.3423, Valid loss: 4.4881\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [508/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.88it/s, loss=3.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [508/3000]: Train loss: 3.2386, Valid loss: 2.5850\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [509/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.91it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [509/3000]: Train loss: 2.5325, Valid loss: 2.5458\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [510/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.59it/s, loss=3.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [510/3000]: Train loss: 2.6721, Valid loss: 3.9676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [511/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.61it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [511/3000]: Train loss: 3.2508, Valid loss: 4.7383\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [512/3000]: 100%|██████████| 9/9 [00:00<00:00, 117.34it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [512/3000]: Train loss: 2.7260, Valid loss: 2.5240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [513/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.27it/s, loss=2.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [513/3000]: Train loss: 2.5296, Valid loss: 2.9437\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [514/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.71it/s, loss=2.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [514/3000]: Train loss: 2.8532, Valid loss: 2.5923\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [515/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.41it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [515/3000]: Train loss: 2.5363, Valid loss: 2.4696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [516/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.31it/s, loss=3.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [516/3000]: Train loss: 2.5372, Valid loss: 3.9025\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [517/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.44it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [517/3000]: Train loss: 3.2086, Valid loss: 2.4754\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [518/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.84it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [518/3000]: Train loss: 2.3754, Valid loss: 2.5998\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [519/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.10it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [519/3000]: Train loss: 4.0823, Valid loss: 3.6585\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [520/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.52it/s, loss=2.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [520/3000]: Train loss: 3.5268, Valid loss: 3.7714\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [521/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.23it/s, loss=3.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [521/3000]: Train loss: 3.6807, Valid loss: 3.3794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [522/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.88it/s, loss=3.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [522/3000]: Train loss: 3.1955, Valid loss: 6.2847\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [523/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.45it/s, loss=3.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [523/3000]: Train loss: 4.4281, Valid loss: 2.3866\n",
      "Saving model with loss 2.387...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [524/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.70it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [524/3000]: Train loss: 2.6936, Valid loss: 6.1368\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [525/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.06it/s, loss=5.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [525/3000]: Train loss: 5.6892, Valid loss: 7.9377\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [526/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.89it/s, loss=6.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [526/3000]: Train loss: 5.1475, Valid loss: 4.5015\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [527/3000]: 100%|██████████| 9/9 [00:00<00:00, 119.50it/s, loss=4.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [527/3000]: Train loss: 4.4542, Valid loss: 3.5299\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [528/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.48it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [528/3000]: Train loss: 3.7877, Valid loss: 5.4332\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [529/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.80it/s, loss=4.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [529/3000]: Train loss: 3.3823, Valid loss: 3.9471\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [530/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.84it/s, loss=3.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [530/3000]: Train loss: 3.4264, Valid loss: 3.1477\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [531/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.19it/s, loss=3.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [531/3000]: Train loss: 3.0702, Valid loss: 7.9575\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [532/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.23it/s, loss=4.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [532/3000]: Train loss: 4.9030, Valid loss: 4.4155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [533/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.35it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [533/3000]: Train loss: 3.3739, Valid loss: 5.2469\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [534/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.60it/s, loss=2.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [534/3000]: Train loss: 2.7122, Valid loss: 3.0185\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [535/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.39it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [535/3000]: Train loss: 2.4723, Valid loss: 2.6098\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [536/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.36it/s, loss=3.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [536/3000]: Train loss: 2.6494, Valid loss: 3.5067\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [537/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.65it/s, loss=3.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [537/3000]: Train loss: 2.9229, Valid loss: 2.3969\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [538/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.00it/s, loss=3.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [538/3000]: Train loss: 2.9450, Valid loss: 2.7439\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [539/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.40it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [539/3000]: Train loss: 2.7938, Valid loss: 2.6728\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [540/3000]: 100%|██████████| 9/9 [00:00<00:00, 122.38it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [540/3000]: Train loss: 2.8110, Valid loss: 2.4577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [541/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.11it/s, loss=3.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [541/3000]: Train loss: 2.8943, Valid loss: 6.4204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [542/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.61it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [542/3000]: Train loss: 3.3766, Valid loss: 3.7767\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [543/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.69it/s, loss=2.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [543/3000]: Train loss: 2.6436, Valid loss: 2.0195\n",
      "Saving model with loss 2.020...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [544/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.62it/s, loss=4.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [544/3000]: Train loss: 3.1478, Valid loss: 3.1322\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [545/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.77it/s, loss=2.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [545/3000]: Train loss: 3.0033, Valid loss: 2.3800\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [546/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.13it/s, loss=3.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [546/3000]: Train loss: 2.7237, Valid loss: 5.4208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [547/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.08it/s, loss=3.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [547/3000]: Train loss: 3.8377, Valid loss: 6.8245\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [548/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.89it/s, loss=5.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [548/3000]: Train loss: 3.9503, Valid loss: 5.4713\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [549/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.96it/s, loss=4.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [549/3000]: Train loss: 4.5582, Valid loss: 3.8900\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [550/3000]: 100%|██████████| 9/9 [00:00<00:00, 244.26it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [550/3000]: Train loss: 2.9128, Valid loss: 2.7506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [551/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.45it/s, loss=3.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [551/3000]: Train loss: 3.6875, Valid loss: 2.8648\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [552/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.97it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [552/3000]: Train loss: 3.9184, Valid loss: 6.3824\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [553/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.62it/s, loss=3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [553/3000]: Train loss: 3.7747, Valid loss: 2.9897\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [554/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.05it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [554/3000]: Train loss: 2.5889, Valid loss: 2.6255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [555/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.96it/s, loss=3.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [555/3000]: Train loss: 2.8986, Valid loss: 3.1055\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [556/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.30it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [556/3000]: Train loss: 2.5224, Valid loss: 2.4453\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [557/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.84it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [557/3000]: Train loss: 2.4130, Valid loss: 2.9675\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [558/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.47it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [558/3000]: Train loss: 2.5805, Valid loss: 3.7106\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [559/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.04it/s, loss=3.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [559/3000]: Train loss: 2.9446, Valid loss: 6.4214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [560/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.59it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [560/3000]: Train loss: 3.4467, Valid loss: 3.8134\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [561/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.32it/s, loss=2.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [561/3000]: Train loss: 2.8258, Valid loss: 3.3255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [562/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.59it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [562/3000]: Train loss: 3.0915, Valid loss: 4.9703\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [563/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.95it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [563/3000]: Train loss: 3.2381, Valid loss: 4.0263\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [564/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.59it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [564/3000]: Train loss: 2.8289, Valid loss: 2.4845\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [565/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.96it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [565/3000]: Train loss: 2.4715, Valid loss: 2.6026\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [566/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.80it/s, loss=3.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [566/3000]: Train loss: 2.7078, Valid loss: 4.0140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [567/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.72it/s, loss=3.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [567/3000]: Train loss: 3.0021, Valid loss: 3.0059\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [568/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.06it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [568/3000]: Train loss: 2.7591, Valid loss: 3.2053\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [569/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.02it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [569/3000]: Train loss: 2.5362, Valid loss: 3.5361\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [570/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.78it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [570/3000]: Train loss: 2.8849, Valid loss: 4.6611\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [571/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.05it/s, loss=3.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [571/3000]: Train loss: 3.2183, Valid loss: 5.4189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [572/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.79it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [572/3000]: Train loss: 3.9824, Valid loss: 3.2966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [573/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.32it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [573/3000]: Train loss: 3.0463, Valid loss: 3.5496\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [574/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.13it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [574/3000]: Train loss: 2.6443, Valid loss: 3.1380\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [575/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.80it/s, loss=3.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [575/3000]: Train loss: 2.7602, Valid loss: 3.1739\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [576/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.77it/s, loss=4.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [576/3000]: Train loss: 3.1174, Valid loss: 5.3823\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [577/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.86it/s, loss=2.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [577/3000]: Train loss: 3.0018, Valid loss: 2.0631\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [578/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.06it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [578/3000]: Train loss: 2.4870, Valid loss: 3.5346\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [579/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.65it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [579/3000]: Train loss: 2.8164, Valid loss: 3.1717\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [580/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.54it/s, loss=3.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [580/3000]: Train loss: 3.3102, Valid loss: 4.6256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [581/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.91it/s, loss=3.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [581/3000]: Train loss: 2.8710, Valid loss: 2.9558\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [582/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.93it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [582/3000]: Train loss: 2.3595, Valid loss: 2.7353\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [583/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.97it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [583/3000]: Train loss: 2.6911, Valid loss: 2.2121\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [584/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.88it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [584/3000]: Train loss: 2.6029, Valid loss: 3.9915\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [585/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.57it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [585/3000]: Train loss: 3.0293, Valid loss: 3.3609\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [586/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.82it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [586/3000]: Train loss: 2.4126, Valid loss: 2.6330\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [587/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.14it/s, loss=3.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [587/3000]: Train loss: 2.4893, Valid loss: 2.9815\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [588/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.67it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [588/3000]: Train loss: 2.4876, Valid loss: 2.7138\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [589/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.23it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [589/3000]: Train loss: 2.3494, Valid loss: 2.4622\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [590/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.54it/s, loss=3.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [590/3000]: Train loss: 2.7187, Valid loss: 2.5074\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [591/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.77it/s, loss=2.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [591/3000]: Train loss: 2.7700, Valid loss: 3.1781\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [592/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.28it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [592/3000]: Train loss: 2.3393, Valid loss: 2.9327\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [593/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.07it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [593/3000]: Train loss: 2.8082, Valid loss: 2.1782\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [594/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.13it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [594/3000]: Train loss: 2.3568, Valid loss: 2.6495\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [595/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.58it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [595/3000]: Train loss: 2.3106, Valid loss: 2.3278\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [596/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.86it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [596/3000]: Train loss: 2.5114, Valid loss: 2.5717\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [597/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.68it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [597/3000]: Train loss: 2.4610, Valid loss: 2.6409\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [598/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.62it/s, loss=4.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [598/3000]: Train loss: 2.8007, Valid loss: 4.1781\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [599/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.97it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [599/3000]: Train loss: 3.0376, Valid loss: 2.5503\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [600/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.10it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [600/3000]: Train loss: 2.2484, Valid loss: 2.9821\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [601/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.61it/s, loss=3.36]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [601/3000]: Train loss: 2.9597, Valid loss: 2.9216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [602/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.00it/s, loss=7.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [602/3000]: Train loss: 3.8775, Valid loss: 3.2381\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [603/3000]: 100%|██████████| 9/9 [00:00<00:00, 238.72it/s, loss=2.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [603/3000]: Train loss: 4.3940, Valid loss: 4.2687\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [604/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.08it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [604/3000]: Train loss: 4.2633, Valid loss: 5.4189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [605/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.59it/s, loss=5.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [605/3000]: Train loss: 4.2572, Valid loss: 3.9646\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [606/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.16it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [606/3000]: Train loss: 3.2509, Valid loss: 3.5294\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [607/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.33it/s, loss=2.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [607/3000]: Train loss: 2.6502, Valid loss: 2.7291\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [608/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.14it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [608/3000]: Train loss: 2.4241, Valid loss: 2.2776\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [609/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.25it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [609/3000]: Train loss: 2.2909, Valid loss: 2.8542\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [610/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.38it/s, loss=3.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [610/3000]: Train loss: 2.8482, Valid loss: 3.4301\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [611/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.41it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [611/3000]: Train loss: 2.5323, Valid loss: 3.3407\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [612/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.06it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [612/3000]: Train loss: 2.5687, Valid loss: 2.6072\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [613/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.15it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [613/3000]: Train loss: 2.6195, Valid loss: 2.2635\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [614/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.67it/s, loss=2.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [614/3000]: Train loss: 2.5495, Valid loss: 3.3292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [615/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.97it/s, loss=2.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [615/3000]: Train loss: 2.3403, Valid loss: 2.7107\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [616/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.77it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [616/3000]: Train loss: 2.4423, Valid loss: 3.1910\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [617/3000]: 100%|██████████| 9/9 [00:00<00:00, 249.73it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [617/3000]: Train loss: 2.9571, Valid loss: 2.7569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [618/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.55it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [618/3000]: Train loss: 2.4529, Valid loss: 2.2472\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [619/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.48it/s, loss=3.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [619/3000]: Train loss: 2.8801, Valid loss: 2.7920\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [620/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.38it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [620/3000]: Train loss: 2.9861, Valid loss: 3.0612\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [621/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.15it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [621/3000]: Train loss: 2.9808, Valid loss: 3.6838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [622/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.24it/s, loss=4.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [622/3000]: Train loss: 3.3578, Valid loss: 4.0415\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [623/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.40it/s, loss=4.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [623/3000]: Train loss: 3.3314, Valid loss: 4.7539\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [624/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.73it/s, loss=5.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [624/3000]: Train loss: 3.8718, Valid loss: 2.3465\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [625/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.31it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [625/3000]: Train loss: 3.0456, Valid loss: 3.1100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [626/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.52it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [626/3000]: Train loss: 2.4179, Valid loss: 2.5952\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [627/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.13it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [627/3000]: Train loss: 2.4144, Valid loss: 3.1084\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [628/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.04it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [628/3000]: Train loss: 2.3159, Valid loss: 2.4753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [629/3000]: 100%|██████████| 9/9 [00:00<00:00, 117.22it/s, loss=3.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [629/3000]: Train loss: 2.3451, Valid loss: 2.1680\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [630/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.30it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [630/3000]: Train loss: 2.2124, Valid loss: 2.5492\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [631/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.44it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [631/3000]: Train loss: 2.3886, Valid loss: 2.6125\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [632/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.67it/s, loss=3.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [632/3000]: Train loss: 2.8455, Valid loss: 2.6353\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [633/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.48it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [633/3000]: Train loss: 2.2066, Valid loss: 2.8996\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [634/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.98it/s, loss=4.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [634/3000]: Train loss: 2.9952, Valid loss: 3.7458\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [635/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.67it/s, loss=4.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [635/3000]: Train loss: 2.7965, Valid loss: 3.4125\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [636/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.37it/s, loss=4.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [636/3000]: Train loss: 3.0790, Valid loss: 5.3420\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [637/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.63it/s, loss=4.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [637/3000]: Train loss: 3.8786, Valid loss: 2.8258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [638/3000]: 100%|██████████| 9/9 [00:00<00:00, 122.07it/s, loss=3.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [638/3000]: Train loss: 2.7530, Valid loss: 2.9839\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [639/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.26it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [639/3000]: Train loss: 2.4993, Valid loss: 2.2368\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [640/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.58it/s, loss=8.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [640/3000]: Train loss: 4.1961, Valid loss: 4.1370\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [641/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.14it/s, loss=2.72]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [641/3000]: Train loss: 3.7344, Valid loss: 4.7665\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [642/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.12it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [642/3000]: Train loss: 3.1438, Valid loss: 3.6701\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [643/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.26it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [643/3000]: Train loss: 2.7975, Valid loss: 2.7652\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [644/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.68it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [644/3000]: Train loss: 2.3058, Valid loss: 2.3979\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [645/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.53it/s, loss=4.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [645/3000]: Train loss: 2.7163, Valid loss: 2.2185\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [646/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.21it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [646/3000]: Train loss: 2.3987, Valid loss: 2.4061\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [647/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.56it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [647/3000]: Train loss: 2.2806, Valid loss: 2.6039\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [648/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.93it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [648/3000]: Train loss: 2.4890, Valid loss: 2.5236\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [649/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.50it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [649/3000]: Train loss: 2.5273, Valid loss: 3.2395\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [650/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.51it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [650/3000]: Train loss: 3.4341, Valid loss: 2.6853\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [651/3000]: 100%|██████████| 9/9 [00:00<00:00, 249.69it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [651/3000]: Train loss: 2.5873, Valid loss: 2.6984\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [652/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.47it/s, loss=2.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [652/3000]: Train loss: 2.5341, Valid loss: 2.7856\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [653/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.46it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [653/3000]: Train loss: 2.6954, Valid loss: 2.7501\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [654/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.92it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [654/3000]: Train loss: 2.4463, Valid loss: 2.1118\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [655/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.33it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [655/3000]: Train loss: 2.3716, Valid loss: 4.2169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [656/3000]: 100%|██████████| 9/9 [00:00<00:00, 254.69it/s, loss=2.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [656/3000]: Train loss: 2.7044, Valid loss: 3.6579\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [657/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.18it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [657/3000]: Train loss: 2.5932, Valid loss: 2.7057\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [658/3000]: 100%|██████████| 9/9 [00:00<00:00, 119.80it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [658/3000]: Train loss: 2.3850, Valid loss: 3.2909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [659/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.80it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [659/3000]: Train loss: 2.3255, Valid loss: 3.1556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [660/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.74it/s, loss=3.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [660/3000]: Train loss: 3.0637, Valid loss: 2.1616\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [661/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.93it/s, loss=2.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [661/3000]: Train loss: 2.9157, Valid loss: 3.3447\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [662/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.67it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [662/3000]: Train loss: 2.1997, Valid loss: 2.2548\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [663/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.73it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [663/3000]: Train loss: 2.3421, Valid loss: 2.3017\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [664/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.10it/s, loss=3.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [664/3000]: Train loss: 2.6787, Valid loss: 2.6361\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [665/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.36it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [665/3000]: Train loss: 2.4197, Valid loss: 2.3070\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [666/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.38it/s, loss=3.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [666/3000]: Train loss: 2.3388, Valid loss: 3.6158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [667/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.47it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [667/3000]: Train loss: 2.4609, Valid loss: 2.7751\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [668/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.28it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [668/3000]: Train loss: 2.3993, Valid loss: 2.6628\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [669/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.99it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [669/3000]: Train loss: 2.2980, Valid loss: 2.8793\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [670/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.03it/s, loss=3.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [670/3000]: Train loss: 2.9214, Valid loss: 3.5892\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [671/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.95it/s, loss=1.93]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [671/3000]: Train loss: 2.3797, Valid loss: 2.4203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [672/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.44it/s, loss=2.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [672/3000]: Train loss: 2.3225, Valid loss: 2.2922\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [673/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.63it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [673/3000]: Train loss: 3.2755, Valid loss: 4.9375\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [674/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.13it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [674/3000]: Train loss: 3.3043, Valid loss: 2.3474\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [675/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.78it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [675/3000]: Train loss: 3.3682, Valid loss: 2.2887\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [676/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.50it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [676/3000]: Train loss: 2.4671, Valid loss: 2.8775\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [677/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.55it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [677/3000]: Train loss: 2.5278, Valid loss: 2.5770\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [678/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.38it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [678/3000]: Train loss: 2.7703, Valid loss: 2.6404\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [679/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.79it/s, loss=2.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [679/3000]: Train loss: 2.4344, Valid loss: 3.8044\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [680/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.47it/s, loss=3.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [680/3000]: Train loss: 2.7465, Valid loss: 6.0538\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [681/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.29it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [681/3000]: Train loss: 3.5521, Valid loss: 4.2186\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [682/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.00it/s, loss=5.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [682/3000]: Train loss: 3.5842, Valid loss: 6.3102\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [683/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.29it/s, loss=3.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [683/3000]: Train loss: 4.3887, Valid loss: 4.6493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [684/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.96it/s, loss=5.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [684/3000]: Train loss: 3.5519, Valid loss: 3.9910\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [685/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.54it/s, loss=3.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [685/3000]: Train loss: 3.5155, Valid loss: 2.4570\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [686/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.91it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [686/3000]: Train loss: 2.4634, Valid loss: 2.1446\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [687/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.33it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [687/3000]: Train loss: 2.3342, Valid loss: 3.4492\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [688/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.65it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [688/3000]: Train loss: 2.9031, Valid loss: 2.7825\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [689/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.49it/s, loss=3.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [689/3000]: Train loss: 3.1213, Valid loss: 3.7646\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [690/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.69it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [690/3000]: Train loss: 2.6538, Valid loss: 2.4759\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [691/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.83it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [691/3000]: Train loss: 2.3981, Valid loss: 4.0437\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [692/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.53it/s, loss=2.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [692/3000]: Train loss: 2.7421, Valid loss: 3.6453\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [693/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.63it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [693/3000]: Train loss: 3.0104, Valid loss: 2.3106\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [694/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.41it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [694/3000]: Train loss: 2.2844, Valid loss: 2.6407\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [695/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.01it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [695/3000]: Train loss: 2.5456, Valid loss: 2.3640\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [696/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.40it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [696/3000]: Train loss: 2.3389, Valid loss: 2.6918\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [697/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.97it/s, loss=3.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [697/3000]: Train loss: 2.2913, Valid loss: 2.9017\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [698/3000]: 100%|██████████| 9/9 [00:00<00:00, 243.40it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [698/3000]: Train loss: 2.4841, Valid loss: 2.2585\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [699/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.14it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [699/3000]: Train loss: 2.5098, Valid loss: 2.1964\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [700/3000]: 100%|██████████| 9/9 [00:00<00:00, 250.71it/s, loss=3.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [700/3000]: Train loss: 2.3020, Valid loss: 4.1435\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [701/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.23it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [701/3000]: Train loss: 3.3947, Valid loss: 4.7286\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [702/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.67it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [702/3000]: Train loss: 3.2995, Valid loss: 3.3168\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [703/3000]: 100%|██████████| 9/9 [00:00<00:00, 245.38it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [703/3000]: Train loss: 3.0052, Valid loss: 2.3930\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [704/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.65it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [704/3000]: Train loss: 3.0591, Valid loss: 3.5276\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [705/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.58it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [705/3000]: Train loss: 2.3764, Valid loss: 2.4057\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [706/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.71it/s, loss=2.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [706/3000]: Train loss: 3.0177, Valid loss: 2.2636\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [707/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.29it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [707/3000]: Train loss: 2.2343, Valid loss: 2.5128\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [708/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.43it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [708/3000]: Train loss: 2.3594, Valid loss: 2.4556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [709/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.10it/s, loss=2.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [709/3000]: Train loss: 2.5668, Valid loss: 4.7146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [710/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.20it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [710/3000]: Train loss: 4.2744, Valid loss: 3.7178\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [711/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.50it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [711/3000]: Train loss: 2.9474, Valid loss: 2.1600\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [712/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.99it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [712/3000]: Train loss: 2.3359, Valid loss: 3.0880\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [713/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.22it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [713/3000]: Train loss: 2.6130, Valid loss: 2.4121\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [714/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.10it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [714/3000]: Train loss: 2.1505, Valid loss: 2.8239\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [715/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.67it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [715/3000]: Train loss: 2.4807, Valid loss: 4.1380\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [716/3000]: 100%|██████████| 9/9 [00:00<00:00, 116.45it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [716/3000]: Train loss: 3.0994, Valid loss: 2.7017\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [717/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.78it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [717/3000]: Train loss: 2.4860, Valid loss: 2.6874\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [718/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.16it/s, loss=3.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [718/3000]: Train loss: 2.8097, Valid loss: 2.2103\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [719/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.26it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [719/3000]: Train loss: 2.6836, Valid loss: 2.9855\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [720/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.98it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [720/3000]: Train loss: 2.4817, Valid loss: 2.3322\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [721/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.30it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [721/3000]: Train loss: 2.2260, Valid loss: 2.3356\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [722/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.94it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [722/3000]: Train loss: 2.2429, Valid loss: 2.9673\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [723/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.37it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [723/3000]: Train loss: 2.2603, Valid loss: 2.3588\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [724/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.09it/s, loss=3.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [724/3000]: Train loss: 2.6671, Valid loss: 2.0249\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [725/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.67it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [725/3000]: Train loss: 2.3246, Valid loss: 2.4858\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [726/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.15it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [726/3000]: Train loss: 2.1626, Valid loss: 2.6318\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [727/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.97it/s, loss=3.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [727/3000]: Train loss: 2.4039, Valid loss: 2.3219\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [728/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.01it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [728/3000]: Train loss: 2.7646, Valid loss: 2.5702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [729/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.68it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [729/3000]: Train loss: 2.7349, Valid loss: 2.7869\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [730/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.47it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [730/3000]: Train loss: 2.9249, Valid loss: 3.3328\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [731/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.74it/s, loss=3.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [731/3000]: Train loss: 3.4933, Valid loss: 2.8360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [732/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.54it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [732/3000]: Train loss: 2.7718, Valid loss: 3.0192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [733/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.69it/s, loss=3.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [733/3000]: Train loss: 3.2312, Valid loss: 2.8025\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [734/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.01it/s, loss=3.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [734/3000]: Train loss: 2.5264, Valid loss: 5.8412\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [735/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.98it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [735/3000]: Train loss: 3.6608, Valid loss: 6.5757\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [736/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.25it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [736/3000]: Train loss: 4.1504, Valid loss: 3.4006\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [737/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.35it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [737/3000]: Train loss: 2.7875, Valid loss: 3.3958\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [738/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.04it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [738/3000]: Train loss: 2.7551, Valid loss: 3.3180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [739/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.43it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [739/3000]: Train loss: 2.5003, Valid loss: 3.1893\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [740/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.25it/s, loss=1.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [740/3000]: Train loss: 2.0849, Valid loss: 2.4555\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [741/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.79it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [741/3000]: Train loss: 2.1559, Valid loss: 2.5407\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [742/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.19it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [742/3000]: Train loss: 2.1338, Valid loss: 2.6769\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [743/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.29it/s, loss=3.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [743/3000]: Train loss: 2.2037, Valid loss: 2.7099\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [744/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.68it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [744/3000]: Train loss: 2.4522, Valid loss: 2.5055\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [745/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.61it/s, loss=2.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [745/3000]: Train loss: 2.5488, Valid loss: 4.8686\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [746/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.04it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [746/3000]: Train loss: 2.7998, Valid loss: 2.4832\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [747/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.83it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [747/3000]: Train loss: 2.1901, Valid loss: 2.6839\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [748/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.17it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [748/3000]: Train loss: 2.5220, Valid loss: 2.6229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [749/3000]: 100%|██████████| 9/9 [00:00<00:00, 249.14it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [749/3000]: Train loss: 2.2656, Valid loss: 2.1202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [750/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.93it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [750/3000]: Train loss: 2.2858, Valid loss: 2.4527\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [751/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.14it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [751/3000]: Train loss: 2.3236, Valid loss: 2.4399\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [752/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.77it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [752/3000]: Train loss: 2.5860, Valid loss: 2.4799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [753/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.77it/s, loss=2.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [753/3000]: Train loss: 2.3202, Valid loss: 2.0677\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [754/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.91it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [754/3000]: Train loss: 2.0834, Valid loss: 2.6164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [755/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.66it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [755/3000]: Train loss: 2.2427, Valid loss: 4.5527\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [756/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.61it/s, loss=3.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [756/3000]: Train loss: 3.2866, Valid loss: 2.2462\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [757/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.52it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [757/3000]: Train loss: 3.4585, Valid loss: 5.1640\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [758/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.20it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [758/3000]: Train loss: 4.0258, Valid loss: 4.2223\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [759/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.78it/s, loss=4.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [759/3000]: Train loss: 3.0543, Valid loss: 2.6078\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [760/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.68it/s, loss=3.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [760/3000]: Train loss: 2.5483, Valid loss: 3.2996\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [761/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.38it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [761/3000]: Train loss: 2.4970, Valid loss: 2.8744\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [762/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.53it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [762/3000]: Train loss: 2.3515, Valid loss: 2.2912\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [763/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.21it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [763/3000]: Train loss: 2.0793, Valid loss: 2.6228\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [764/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.12it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [764/3000]: Train loss: 2.3093, Valid loss: 3.7991\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [765/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.96it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [765/3000]: Train loss: 2.5831, Valid loss: 2.7126\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [766/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.41it/s, loss=3.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [766/3000]: Train loss: 2.9958, Valid loss: 1.9691\n",
      "Saving model with loss 1.969...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [767/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.54it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [767/3000]: Train loss: 2.4185, Valid loss: 2.6846\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [768/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.39it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [768/3000]: Train loss: 3.4485, Valid loss: 3.5099\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [769/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.40it/s, loss=3.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [769/3000]: Train loss: 2.6339, Valid loss: 4.4250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [770/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.67it/s, loss=5.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [770/3000]: Train loss: 3.9757, Valid loss: 8.1121\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [771/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.08it/s, loss=3.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [771/3000]: Train loss: 4.8634, Valid loss: 9.0113\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [772/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.89it/s, loss=4.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [772/3000]: Train loss: 5.8722, Valid loss: 5.9667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [773/3000]: 100%|██████████| 9/9 [00:00<00:00, 107.25it/s, loss=2.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [773/3000]: Train loss: 3.7500, Valid loss: 2.3573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [774/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.26it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [774/3000]: Train loss: 2.8896, Valid loss: 3.8716\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [775/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.57it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [775/3000]: Train loss: 2.9024, Valid loss: 4.8067\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [776/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.07it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [776/3000]: Train loss: 2.6317, Valid loss: 2.3910\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [777/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.83it/s, loss=2.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [777/3000]: Train loss: 2.1927, Valid loss: 2.1424\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [778/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.24it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [778/3000]: Train loss: 2.1532, Valid loss: 2.7360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [779/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.12it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [779/3000]: Train loss: 2.8529, Valid loss: 2.6743\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [780/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.39it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [780/3000]: Train loss: 2.3523, Valid loss: 2.8313\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [781/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.32it/s, loss=4.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [781/3000]: Train loss: 3.2628, Valid loss: 2.6618\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [782/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.77it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [782/3000]: Train loss: 3.9176, Valid loss: 3.2400\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [783/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.26it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [783/3000]: Train loss: 3.1685, Valid loss: 2.3021\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [784/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.14it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [784/3000]: Train loss: 2.1427, Valid loss: 2.3971\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [785/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.09it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [785/3000]: Train loss: 2.2113, Valid loss: 2.2602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [786/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.32it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [786/3000]: Train loss: 2.3474, Valid loss: 2.0051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [787/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.36it/s, loss=5.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [787/3000]: Train loss: 2.6449, Valid loss: 5.6044\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [788/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.11it/s, loss=3.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [788/3000]: Train loss: 3.3392, Valid loss: 4.2830\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [789/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.33it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [789/3000]: Train loss: 2.8075, Valid loss: 2.6905\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [790/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.24it/s, loss=7.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [790/3000]: Train loss: 3.9235, Valid loss: 2.3467\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [791/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.23it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [791/3000]: Train loss: 3.8956, Valid loss: 4.7150\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [792/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.27it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [792/3000]: Train loss: 3.8766, Valid loss: 5.1085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [793/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.67it/s, loss=5.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [793/3000]: Train loss: 3.6101, Valid loss: 3.6635\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [794/3000]: 100%|██████████| 9/9 [00:00<00:00, 372.98it/s, loss=3.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [794/3000]: Train loss: 3.6383, Valid loss: 3.4909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [795/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.99it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [795/3000]: Train loss: 2.8656, Valid loss: 3.1050\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [796/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.36it/s, loss=2.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [796/3000]: Train loss: 2.3087, Valid loss: 2.4184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [797/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.95it/s, loss=2.03]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [797/3000]: Train loss: 2.4028, Valid loss: 2.3505"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [798/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.59it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [798/3000]: Train loss: 2.3173, Valid loss: 3.3740\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [799/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.22it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [799/3000]: Train loss: 2.2158, Valid loss: 2.5989\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [800/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.87it/s, loss=3.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [800/3000]: Train loss: 2.5925, Valid loss: 2.2261\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [801/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.02it/s, loss=2.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [801/3000]: Train loss: 2.2336, Valid loss: 2.4613\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [802/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.01it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [802/3000]: Train loss: 2.1126, Valid loss: 2.5928\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [803/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.82it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [803/3000]: Train loss: 2.1462, Valid loss: 2.5339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [804/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.56it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [804/3000]: Train loss: 2.2921, Valid loss: 2.7900\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [805/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.44it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [805/3000]: Train loss: 2.3229, Valid loss: 2.3551\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [806/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.89it/s, loss=3.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [806/3000]: Train loss: 2.5085, Valid loss: 2.2470\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [807/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.43it/s, loss=5.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [807/3000]: Train loss: 3.7337, Valid loss: 2.7954\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [808/3000]: 100%|██████████| 9/9 [00:00<00:00, 112.26it/s, loss=4.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [808/3000]: Train loss: 3.5138, Valid loss: 2.0856\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [809/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.69it/s, loss=4.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [809/3000]: Train loss: 3.5912, Valid loss: 2.1659\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [810/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.53it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [810/3000]: Train loss: 3.2648, Valid loss: 3.1115\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [811/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.45it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [811/3000]: Train loss: 2.9161, Valid loss: 4.4097\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [812/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.72it/s, loss=3.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [812/3000]: Train loss: 3.0393, Valid loss: 5.0398\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [813/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.63it/s, loss=2.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [813/3000]: Train loss: 3.4168, Valid loss: 2.2144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [814/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.13it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [814/3000]: Train loss: 2.8056, Valid loss: 2.6235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [815/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.58it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [815/3000]: Train loss: 2.2751, Valid loss: 2.3228\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [816/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.47it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [816/3000]: Train loss: 2.0780, Valid loss: 2.2927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [817/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.31it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [817/3000]: Train loss: 2.0346, Valid loss: 3.0113\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [818/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.08it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [818/3000]: Train loss: 2.2608, Valid loss: 2.8274\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [819/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.68it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [819/3000]: Train loss: 2.1330, Valid loss: 3.0602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [820/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.32it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [820/3000]: Train loss: 2.2628, Valid loss: 2.0863\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [821/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.48it/s, loss=3.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [821/3000]: Train loss: 2.2348, Valid loss: 2.3972\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [822/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.54it/s, loss=3.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [822/3000]: Train loss: 2.7167, Valid loss: 2.0295\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [823/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.37it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [823/3000]: Train loss: 2.5480, Valid loss: 4.0364\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [824/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.33it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [824/3000]: Train loss: 3.2991, Valid loss: 3.8790\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [825/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.05it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [825/3000]: Train loss: 2.9255, Valid loss: 4.0414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [826/3000]: 100%|██████████| 9/9 [00:00<00:00, 243.94it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [826/3000]: Train loss: 2.6024, Valid loss: 3.6915\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [827/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.06it/s, loss=3.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [827/3000]: Train loss: 2.4831, Valid loss: 2.3268\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [828/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.71it/s, loss=2.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [828/3000]: Train loss: 2.7691, Valid loss: 4.8936\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [829/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.27it/s, loss=3.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [829/3000]: Train loss: 3.6294, Valid loss: 2.1976\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [830/3000]: 100%|██████████| 9/9 [00:00<00:00, 119.00it/s, loss=3.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [830/3000]: Train loss: 3.1233, Valid loss: 3.2571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [831/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.59it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [831/3000]: Train loss: 3.3439, Valid loss: 5.1931\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [832/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.56it/s, loss=3.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [832/3000]: Train loss: 3.1382, Valid loss: 3.3959\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [833/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.64it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [833/3000]: Train loss: 2.8033, Valid loss: 2.8368\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [834/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.50it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [834/3000]: Train loss: 3.2094, Valid loss: 3.3402\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [835/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.13it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [835/3000]: Train loss: 2.6238, Valid loss: 3.2825\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [836/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.34it/s, loss=3.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [836/3000]: Train loss: 2.9481, Valid loss: 4.7453\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [837/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.42it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [837/3000]: Train loss: 2.8523, Valid loss: 2.1554\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [838/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.59it/s, loss=2.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [838/3000]: Train loss: 2.4748, Valid loss: 2.4497\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [839/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.70it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [839/3000]: Train loss: 2.1021, Valid loss: 2.2540\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [840/3000]: 100%|██████████| 9/9 [00:00<00:00, 122.22it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [840/3000]: Train loss: 2.4507, Valid loss: 2.9793\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [841/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.64it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [841/3000]: Train loss: 2.1173, Valid loss: 2.5279\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [842/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.65it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [842/3000]: Train loss: 2.4636, Valid loss: 3.2351\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [843/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.62it/s, loss=2.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [843/3000]: Train loss: 3.1100, Valid loss: 4.3941\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [844/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.68it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [844/3000]: Train loss: 2.9678, Valid loss: 3.5763\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [845/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.84it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [845/3000]: Train loss: 2.6851, Valid loss: 3.3746\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [846/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.52it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [846/3000]: Train loss: 2.3954, Valid loss: 2.8938\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [847/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.26it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [847/3000]: Train loss: 2.5634, Valid loss: 3.6520\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [848/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.40it/s, loss=2.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [848/3000]: Train loss: 3.7084, Valid loss: 8.7085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [849/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.31it/s, loss=8.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [849/3000]: Train loss: 5.9238, Valid loss: 3.6556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [850/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.56it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [850/3000]: Train loss: 4.4301, Valid loss: 5.1253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [851/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.59it/s, loss=3.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [851/3000]: Train loss: 3.2515, Valid loss: 2.4223\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [852/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.41it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [852/3000]: Train loss: 2.9682, Valid loss: 2.8018\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [853/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.64it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [853/3000]: Train loss: 2.6820, Valid loss: 4.0805\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [854/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.86it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [854/3000]: Train loss: 2.5300, Valid loss: 2.3210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [855/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.31it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [855/3000]: Train loss: 2.1633, Valid loss: 2.3820\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [856/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.11it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [856/3000]: Train loss: 2.2045, Valid loss: 2.3070\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [857/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.90it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [857/3000]: Train loss: 2.2876, Valid loss: 2.7243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [858/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.11it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [858/3000]: Train loss: 2.6110, Valid loss: 2.6302\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [859/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.57it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [859/3000]: Train loss: 2.1485, Valid loss: 3.7107\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [860/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.26it/s, loss=3.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [860/3000]: Train loss: 2.8563, Valid loss: 4.1933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [861/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.30it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [861/3000]: Train loss: 2.9773, Valid loss: 2.5439\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [862/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.75it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [862/3000]: Train loss: 2.5739, Valid loss: 3.3206\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [863/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.80it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [863/3000]: Train loss: 2.2487, Valid loss: 2.1543\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [864/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.16it/s, loss=1.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [864/3000]: Train loss: 2.0251, Valid loss: 2.0871\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [865/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.55it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [865/3000]: Train loss: 2.1470, Valid loss: 2.3112\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [866/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.72it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [866/3000]: Train loss: 2.1452, Valid loss: 2.2989\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [867/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.48it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [867/3000]: Train loss: 2.1545, Valid loss: 4.1395\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [868/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.86it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [868/3000]: Train loss: 2.4903, Valid loss: 2.2937\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [869/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.09it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [869/3000]: Train loss: 2.3098, Valid loss: 2.5758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [870/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.75it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [870/3000]: Train loss: 2.1905, Valid loss: 2.5523\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [871/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.78it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [871/3000]: Train loss: 2.0513, Valid loss: 2.3409\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [872/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.25it/s, loss=2.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [872/3000]: Train loss: 2.6318, Valid loss: 2.3306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [873/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.80it/s, loss=2.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [873/3000]: Train loss: 2.1816, Valid loss: 3.0646\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [874/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.46it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [874/3000]: Train loss: 2.2172, Valid loss: 2.1720\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [875/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.45it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [875/3000]: Train loss: 2.4168, Valid loss: 2.1475\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [876/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.93it/s, loss=2.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [876/3000]: Train loss: 2.1401, Valid loss: 3.4195\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [877/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.83it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [877/3000]: Train loss: 2.2068, Valid loss: 2.9642\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [878/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.71it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [878/3000]: Train loss: 2.2003, Valid loss: 2.7769\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [879/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.54it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [879/3000]: Train loss: 2.6671, Valid loss: 4.2455\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [880/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.59it/s, loss=3.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [880/3000]: Train loss: 3.9033, Valid loss: 4.4085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [881/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.35it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [881/3000]: Train loss: 2.5990, Valid loss: 3.1868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [882/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.89it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [882/3000]: Train loss: 2.2553, Valid loss: 1.9375\n",
      "Saving model with loss 1.937...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [883/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.86it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [883/3000]: Train loss: 2.1078, Valid loss: 3.1919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [884/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.12it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [884/3000]: Train loss: 3.0636, Valid loss: 7.0306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [885/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.78it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [885/3000]: Train loss: 3.2447, Valid loss: 2.6062\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [886/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.35it/s, loss=1.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [886/3000]: Train loss: 2.0701, Valid loss: 2.5955\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [887/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.71it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [887/3000]: Train loss: 2.1390, Valid loss: 2.3043\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [888/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.35it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [888/3000]: Train loss: 2.2740, Valid loss: 2.6425\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [889/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.21it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [889/3000]: Train loss: 2.3341, Valid loss: 2.2753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [890/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.76it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [890/3000]: Train loss: 2.0371, Valid loss: 1.9993\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [891/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.45it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [891/3000]: Train loss: 2.0311, Valid loss: 2.7930\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [892/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.09it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [892/3000]: Train loss: 2.3017, Valid loss: 1.8392\n",
      "Saving model with loss 1.839...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [893/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.74it/s, loss=2.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [893/3000]: Train loss: 2.4356, Valid loss: 2.3062\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [894/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.99it/s, loss=3.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [894/3000]: Train loss: 2.8619, Valid loss: 2.8394\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [895/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.95it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [895/3000]: Train loss: 2.2075, Valid loss: 2.3702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [896/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.36it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [896/3000]: Train loss: 2.1442, Valid loss: 2.2814\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [897/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.22it/s, loss=1.97]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [897/3000]: Train loss: 2.1623, Valid loss: 2.2534"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [898/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.24it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [898/3000]: Train loss: 2.1084, Valid loss: 2.1904\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [899/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.43it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [899/3000]: Train loss: 2.1284, Valid loss: 2.0011\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [900/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.04it/s, loss=2.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [900/3000]: Train loss: 2.3269, Valid loss: 2.1992\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [901/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.48it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [901/3000]: Train loss: 2.1269, Valid loss: 2.2897\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [902/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.00it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [902/3000]: Train loss: 1.9977, Valid loss: 2.3914\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [903/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.47it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [903/3000]: Train loss: 2.0322, Valid loss: 2.2039\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [904/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.92it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [904/3000]: Train loss: 2.1955, Valid loss: 2.6705\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [905/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.41it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [905/3000]: Train loss: 2.3420, Valid loss: 2.5799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [906/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.71it/s, loss=3.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [906/3000]: Train loss: 2.4981, Valid loss: 2.2981\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [907/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.53it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [907/3000]: Train loss: 2.9102, Valid loss: 3.7532\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [908/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.14it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [908/3000]: Train loss: 2.6093, Valid loss: 3.6235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [909/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.83it/s, loss=4.15]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [909/3000]: Train loss: 3.0674, Valid loss: 5.4359"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [910/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.11it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [910/3000]: Train loss: 3.1512, Valid loss: 4.0978\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [911/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.34it/s, loss=3.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [911/3000]: Train loss: 3.0507, Valid loss: 2.0540\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [912/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.61it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [912/3000]: Train loss: 2.5131, Valid loss: 3.7419\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [913/3000]: 100%|██████████| 9/9 [00:00<00:00, 317.80it/s, loss=3.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [913/3000]: Train loss: 3.3086, Valid loss: 2.7488\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [914/3000]: 100%|██████████| 9/9 [00:00<00:00, 297.17it/s, loss=3.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [914/3000]: Train loss: 3.2126, Valid loss: 2.3624\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [915/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.24it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [915/3000]: Train loss: 2.5857, Valid loss: 2.2123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [916/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.09it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [916/3000]: Train loss: 2.1020, Valid loss: 2.8171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [917/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.86it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [917/3000]: Train loss: 2.2118, Valid loss: 2.2798\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [918/3000]: 100%|██████████| 9/9 [00:00<00:00, 241.02it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [918/3000]: Train loss: 2.6669, Valid loss: 2.1598\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [919/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.02it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [919/3000]: Train loss: 2.1020, Valid loss: 2.4857\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [920/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.41it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [920/3000]: Train loss: 2.2076, Valid loss: 2.9078\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [921/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.70it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [921/3000]: Train loss: 2.4835, Valid loss: 3.9808\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [922/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.55it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [922/3000]: Train loss: 2.9111, Valid loss: 2.7805\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [923/3000]: 100%|██████████| 9/9 [00:00<00:00, 250.05it/s, loss=4.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [923/3000]: Train loss: 3.2194, Valid loss: 3.1086\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [924/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.59it/s, loss=2.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [924/3000]: Train loss: 2.6989, Valid loss: 2.4371\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [925/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.39it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [925/3000]: Train loss: 2.5337, Valid loss: 3.9188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [926/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.36it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [926/3000]: Train loss: 2.5757, Valid loss: 1.9953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [927/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.71it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [927/3000]: Train loss: 2.3088, Valid loss: 2.4486\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [928/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.15it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [928/3000]: Train loss: 2.0639, Valid loss: 2.5499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [929/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.88it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [929/3000]: Train loss: 2.5184, Valid loss: 2.1037\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [930/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.18it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [930/3000]: Train loss: 2.0191, Valid loss: 2.5354\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [931/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.82it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [931/3000]: Train loss: 2.3145, Valid loss: 2.1474\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [932/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.86it/s, loss=2.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [932/3000]: Train loss: 2.1192, Valid loss: 3.2551\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [933/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.42it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [933/3000]: Train loss: 2.1285, Valid loss: 2.4274\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [934/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.25it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [934/3000]: Train loss: 2.1766, Valid loss: 2.2683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [935/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.42it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [935/3000]: Train loss: 2.1056, Valid loss: 2.2805\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [936/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.73it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [936/3000]: Train loss: 2.2089, Valid loss: 2.8194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [937/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.82it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [937/3000]: Train loss: 2.6139, Valid loss: 2.7856\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [938/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.79it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [938/3000]: Train loss: 2.4166, Valid loss: 2.7428\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [939/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.30it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [939/3000]: Train loss: 2.1826, Valid loss: 2.3881\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [940/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.27it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [940/3000]: Train loss: 2.0879, Valid loss: 2.1072\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [941/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.81it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [941/3000]: Train loss: 2.1046, Valid loss: 2.2751\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [942/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.70it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [942/3000]: Train loss: 2.1643, Valid loss: 2.3738\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [943/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.38it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [943/3000]: Train loss: 2.0469, Valid loss: 3.3009\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [944/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.12it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [944/3000]: Train loss: 2.1187, Valid loss: 2.9180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [945/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.87it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [945/3000]: Train loss: 2.0535, Valid loss: 2.0619\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [946/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.49it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [946/3000]: Train loss: 2.0851, Valid loss: 2.1888\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [947/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.23it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [947/3000]: Train loss: 2.1781, Valid loss: 3.3275\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [948/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.74it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [948/3000]: Train loss: 2.3893, Valid loss: 2.6784\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [949/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.20it/s, loss=2.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [949/3000]: Train loss: 2.0731, Valid loss: 3.0236\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [950/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.23it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [950/3000]: Train loss: 2.7465, Valid loss: 5.4339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [951/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.35it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [951/3000]: Train loss: 3.4595, Valid loss: 3.3666\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [952/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.47it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [952/3000]: Train loss: 4.0053, Valid loss: 4.9884\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [953/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.24it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [953/3000]: Train loss: 2.9628, Valid loss: 2.9191\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [954/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.42it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [954/3000]: Train loss: 2.5153, Valid loss: 3.8710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [955/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.65it/s, loss=3.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [955/3000]: Train loss: 2.9603, Valid loss: 4.2013\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [956/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.20it/s, loss=2.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [956/3000]: Train loss: 2.7593, Valid loss: 3.2371\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [957/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.10it/s, loss=2.28]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [957/3000]: Train loss: 2.4164, Valid loss: 2.2788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [958/3000]: 100%|██████████| 9/9 [00:00<00:00, 277.85it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [958/3000]: Train loss: 2.0589, Valid loss: 2.7939\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [959/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.01it/s, loss=3.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [959/3000]: Train loss: 2.5262, Valid loss: 2.0014\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [960/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.76it/s, loss=4.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [960/3000]: Train loss: 3.7899, Valid loss: 2.1562\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [961/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.10it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [961/3000]: Train loss: 2.7611, Valid loss: 2.7885\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [962/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.88it/s, loss=2.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [962/3000]: Train loss: 2.4686, Valid loss: 2.5023\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [963/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.44it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [963/3000]: Train loss: 2.1673, Valid loss: 2.6941\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [964/3000]: 100%|██████████| 9/9 [00:00<00:00, 118.53it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [964/3000]: Train loss: 2.1885, Valid loss: 2.1028\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [965/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.60it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [965/3000]: Train loss: 2.2796, Valid loss: 3.4964\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [966/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.40it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [966/3000]: Train loss: 2.8420, Valid loss: 5.7631\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [967/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.75it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [967/3000]: Train loss: 4.6814, Valid loss: 2.5862\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [968/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.73it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [968/3000]: Train loss: 2.1980, Valid loss: 2.6333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [969/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.80it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [969/3000]: Train loss: 2.0663, Valid loss: 2.2717\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [970/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.23it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [970/3000]: Train loss: 2.1118, Valid loss: 2.1917\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [971/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.73it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [971/3000]: Train loss: 2.0768, Valid loss: 4.0069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [972/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.17it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [972/3000]: Train loss: 2.9554, Valid loss: 4.6059\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [973/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.17it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [973/3000]: Train loss: 2.4521, Valid loss: 2.5720\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [974/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.00it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [974/3000]: Train loss: 2.0058, Valid loss: 2.0358\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [975/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.96it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [975/3000]: Train loss: 2.0312, Valid loss: 2.1914\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [976/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.79it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [976/3000]: Train loss: 2.3739, Valid loss: 2.7305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [977/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.21it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [977/3000]: Train loss: 2.1687, Valid loss: 3.6573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [978/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.49it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [978/3000]: Train loss: 2.3682, Valid loss: 2.1929\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [979/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.13it/s, loss=3.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [979/3000]: Train loss: 2.5187, Valid loss: 2.2345\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [980/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.83it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [980/3000]: Train loss: 2.6941, Valid loss: 2.1708\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [981/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.37it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [981/3000]: Train loss: 2.0172, Valid loss: 3.7549\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [982/3000]: 100%|██████████| 9/9 [00:00<00:00, 117.32it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [982/3000]: Train loss: 2.5163, Valid loss: 2.4523\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [983/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.45it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [983/3000]: Train loss: 2.0103, Valid loss: 2.3147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [984/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.28it/s, loss=2.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [984/3000]: Train loss: 2.3989, Valid loss: 2.6896\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [985/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.72it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [985/3000]: Train loss: 2.2877, Valid loss: 2.3583\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [986/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.81it/s, loss=3.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [986/3000]: Train loss: 2.4351, Valid loss: 2.1092\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [987/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.36it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [987/3000]: Train loss: 2.0314, Valid loss: 2.3952\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [988/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.35it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [988/3000]: Train loss: 1.9444, Valid loss: 2.0510\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [989/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.10it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [989/3000]: Train loss: 1.9783, Valid loss: 2.0527\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [990/3000]: 100%|██████████| 9/9 [00:00<00:00, 238.52it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [990/3000]: Train loss: 1.9733, Valid loss: 2.0424\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [991/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.48it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [991/3000]: Train loss: 1.9514, Valid loss: 2.0721\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [992/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.20it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [992/3000]: Train loss: 2.1163, Valid loss: 2.7470\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [993/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.39it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [993/3000]: Train loss: 2.9445, Valid loss: 2.6916\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [994/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.41it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [994/3000]: Train loss: 2.4430, Valid loss: 3.9567\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [995/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.36it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [995/3000]: Train loss: 2.3329, Valid loss: 2.3441\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [996/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.25it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [996/3000]: Train loss: 2.0401, Valid loss: 3.3308\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [997/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.66it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [997/3000]: Train loss: 2.1487, Valid loss: 2.4151\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [998/3000]: 100%|██████████| 9/9 [00:00<00:00, 304.94it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [998/3000]: Train loss: 1.9533, Valid loss: 2.1418\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [999/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.87it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [999/3000]: Train loss: 2.0176, Valid loss: 2.0700\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1000/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.58it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1000/3000]: Train loss: 2.1966, Valid loss: 4.1379\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1001/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.79it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1001/3000]: Train loss: 2.7547, Valid loss: 2.8765\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1002/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.29it/s, loss=5.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1002/3000]: Train loss: 3.0826, Valid loss: 2.7689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1003/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.40it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1003/3000]: Train loss: 2.3084, Valid loss: 2.3902\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1004/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.27it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1004/3000]: Train loss: 1.9686, Valid loss: 2.2252\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1005/3000]: 100%|██████████| 9/9 [00:00<00:00, 279.22it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1005/3000]: Train loss: 2.3537, Valid loss: 2.5902\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1006/3000]: 100%|██████████| 9/9 [00:00<00:00, 283.10it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1006/3000]: Train loss: 1.9821, Valid loss: 2.0796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1007/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.36it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1007/3000]: Train loss: 2.1333, Valid loss: 2.5788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1008/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.86it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1008/3000]: Train loss: 2.1625, Valid loss: 2.0420\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1009/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.16it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1009/3000]: Train loss: 2.0206, Valid loss: 2.1940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1010/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.02it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1010/3000]: Train loss: 2.1950, Valid loss: 2.3187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1011/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.55it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1011/3000]: Train loss: 1.9517, Valid loss: 2.1665\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1012/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.29it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1012/3000]: Train loss: 2.1418, Valid loss: 2.1366\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1013/3000]: 100%|██████████| 9/9 [00:00<00:00, 111.13it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1013/3000]: Train loss: 2.0655, Valid loss: 3.0940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1014/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.58it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1014/3000]: Train loss: 2.6121, Valid loss: 4.5650\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1015/3000]: 100%|██████████| 9/9 [00:00<00:00, 240.44it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1015/3000]: Train loss: 3.7774, Valid loss: 2.4050\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1016/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.63it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1016/3000]: Train loss: 2.1816, Valid loss: 1.9907\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1017/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.27it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1017/3000]: Train loss: 1.9584, Valid loss: 2.1556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1018/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.90it/s, loss=2.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1018/3000]: Train loss: 2.2138, Valid loss: 2.1658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1019/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.41it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1019/3000]: Train loss: 2.1187, Valid loss: 2.4760\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1020/3000]: 100%|██████████| 9/9 [00:00<00:00, 107.90it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1020/3000]: Train loss: 2.0609, Valid loss: 1.9370\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1021/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.66it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1021/3000]: Train loss: 2.0174, Valid loss: 2.8387\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1022/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.24it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1022/3000]: Train loss: 2.4426, Valid loss: 3.1762\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1023/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.53it/s, loss=2.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1023/3000]: Train loss: 2.3222, Valid loss: 1.8993\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1024/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.03it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1024/3000]: Train loss: 1.9125, Valid loss: 2.3443\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1025/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.72it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1025/3000]: Train loss: 2.1126, Valid loss: 2.3249\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1026/3000]: 100%|██████████| 9/9 [00:00<00:00, 250.68it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1026/3000]: Train loss: 2.0468, Valid loss: 2.3103\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1027/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.84it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1027/3000]: Train loss: 2.0719, Valid loss: 2.5951\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1028/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.61it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1028/3000]: Train loss: 1.9684, Valid loss: 1.9505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1029/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.29it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1029/3000]: Train loss: 2.0072, Valid loss: 2.3897\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1030/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.38it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1030/3000]: Train loss: 2.0116, Valid loss: 1.7830\n",
      "Saving model with loss 1.783...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1031/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.52it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1031/3000]: Train loss: 2.0051, Valid loss: 2.1932\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1032/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.63it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1032/3000]: Train loss: 2.0006, Valid loss: 1.9350\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1033/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.80it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1033/3000]: Train loss: 1.9592, Valid loss: 2.0174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1034/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.75it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1034/3000]: Train loss: 1.9066, Valid loss: 2.1320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1035/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.90it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1035/3000]: Train loss: 1.9995, Valid loss: 1.9840\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1036/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.33it/s, loss=2.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1036/3000]: Train loss: 2.2648, Valid loss: 2.6664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1037/3000]: 100%|██████████| 9/9 [00:00<00:00, 296.59it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1037/3000]: Train loss: 2.0086, Valid loss: 2.9961\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1038/3000]: 100%|██████████| 9/9 [00:00<00:00, 263.84it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1038/3000]: Train loss: 2.0876, Valid loss: 2.3674\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1039/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.51it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1039/3000]: Train loss: 1.9435, Valid loss: 2.0844\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1040/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.81it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1040/3000]: Train loss: 2.0149, Valid loss: 1.9501\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1041/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.31it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1041/3000]: Train loss: 2.0354, Valid loss: 2.5152\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1042/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.93it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1042/3000]: Train loss: 1.9758, Valid loss: 2.2991\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1043/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.56it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1043/3000]: Train loss: 2.1463, Valid loss: 2.4416\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1044/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.64it/s, loss=3.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1044/3000]: Train loss: 2.4374, Valid loss: 7.0691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1045/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.88it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1045/3000]: Train loss: 4.5904, Valid loss: 6.2822\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1046/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.21it/s, loss=4.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1046/3000]: Train loss: 4.1046, Valid loss: 2.5488\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1047/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.94it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1047/3000]: Train loss: 2.9740, Valid loss: 2.8675\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1048/3000]: 100%|██████████| 9/9 [00:00<00:00, 296.35it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1048/3000]: Train loss: 2.1984, Valid loss: 2.0891\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1049/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.54it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1049/3000]: Train loss: 2.2447, Valid loss: 3.2615\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1050/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.02it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1050/3000]: Train loss: 2.1549, Valid loss: 2.2349\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1051/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.56it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1051/3000]: Train loss: 2.0107, Valid loss: 2.1339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1052/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.93it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1052/3000]: Train loss: 2.3168, Valid loss: 2.3538\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1053/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.26it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1053/3000]: Train loss: 2.6762, Valid loss: 2.6135\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1054/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.82it/s, loss=2.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1054/3000]: Train loss: 2.7059, Valid loss: 2.0232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1055/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.60it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1055/3000]: Train loss: 2.1765, Valid loss: 2.0647\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1056/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.92it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1056/3000]: Train loss: 2.1362, Valid loss: 2.5987\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1057/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.65it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1057/3000]: Train loss: 1.9269, Valid loss: 2.0096\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1058/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.31it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1058/3000]: Train loss: 2.6446, Valid loss: 5.0371\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1059/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.60it/s, loss=2.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1059/3000]: Train loss: 3.3760, Valid loss: 4.1233\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1060/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.35it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1060/3000]: Train loss: 2.5727, Valid loss: 3.3819\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1061/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.13it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1061/3000]: Train loss: 2.2384, Valid loss: 2.5130\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1062/3000]: 100%|██████████| 9/9 [00:00<00:00, 264.06it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1062/3000]: Train loss: 2.1405, Valid loss: 2.4467\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1063/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.64it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1063/3000]: Train loss: 2.4803, Valid loss: 2.1249\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1064/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.38it/s, loss=3.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1064/3000]: Train loss: 2.5292, Valid loss: 2.4300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1065/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.77it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1065/3000]: Train loss: 2.5528, Valid loss: 1.7891\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1066/3000]: 100%|██████████| 9/9 [00:00<00:00, 241.86it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1066/3000]: Train loss: 1.8963, Valid loss: 2.4689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1067/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.47it/s, loss=1.73]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1067/3000]: Train loss: 1.9261, Valid loss: 1.9633"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1068/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.34it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1068/3000]: Train loss: 2.0190, Valid loss: 2.0794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1069/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.87it/s, loss=3.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1069/3000]: Train loss: 2.4330, Valid loss: 2.0895\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1070/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.33it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1070/3000]: Train loss: 2.4077, Valid loss: 2.3205\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1071/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.02it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1071/3000]: Train loss: 2.4258, Valid loss: 2.1225\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1072/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.36it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1072/3000]: Train loss: 2.0332, Valid loss: 2.7802\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1073/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.36it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1073/3000]: Train loss: 1.9146, Valid loss: 2.2780\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1074/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.33it/s, loss=2.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1074/3000]: Train loss: 2.0423, Valid loss: 2.1420\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1075/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.05it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1075/3000]: Train loss: 2.0634, Valid loss: 3.4547\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1076/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.79it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1076/3000]: Train loss: 2.2868, Valid loss: 3.0097\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1077/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.01it/s, loss=3.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1077/3000]: Train loss: 2.5728, Valid loss: 4.3344\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1078/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.85it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1078/3000]: Train loss: 2.9565, Valid loss: 2.1157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1079/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.56it/s, loss=3.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1079/3000]: Train loss: 3.0835, Valid loss: 2.5480\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1080/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.85it/s, loss=4.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1080/3000]: Train loss: 2.9648, Valid loss: 2.2793\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1081/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.26it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1081/3000]: Train loss: 2.9776, Valid loss: 2.1750\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1082/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.67it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1082/3000]: Train loss: 2.0954, Valid loss: 2.1692\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1083/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.97it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1083/3000]: Train loss: 2.2623, Valid loss: 2.3086\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1084/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.82it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1084/3000]: Train loss: 2.0234, Valid loss: 2.1378\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1085/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.99it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1085/3000]: Train loss: 2.2255, Valid loss: 2.3865\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1086/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.89it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1086/3000]: Train loss: 2.3310, Valid loss: 2.6202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1087/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.13it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1087/3000]: Train loss: 2.1208, Valid loss: 2.3230\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1088/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.10it/s, loss=2.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1088/3000]: Train loss: 2.1835, Valid loss: 2.1299\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1089/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.66it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1089/3000]: Train loss: 2.2534, Valid loss: 2.1778\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1090/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.81it/s, loss=3.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1090/3000]: Train loss: 2.5955, Valid loss: 2.3931\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1091/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.17it/s, loss=4.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1091/3000]: Train loss: 3.3963, Valid loss: 2.1938\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1092/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.86it/s, loss=3.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1092/3000]: Train loss: 4.1647, Valid loss: 4.3306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1093/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.29it/s, loss=3.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1093/3000]: Train loss: 4.0238, Valid loss: 5.4907\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1094/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.71it/s, loss=3.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1094/3000]: Train loss: 3.7080, Valid loss: 2.2896\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1095/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.67it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1095/3000]: Train loss: 2.1523, Valid loss: 2.7355\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1096/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.63it/s, loss=2.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1096/3000]: Train loss: 2.4598, Valid loss: 3.5633\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1097/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.42it/s, loss=3.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1097/3000]: Train loss: 2.5257, Valid loss: 3.0218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1098/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.95it/s, loss=2.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1098/3000]: Train loss: 2.5213, Valid loss: 2.0809\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1099/3000]: 100%|██████████| 9/9 [00:00<00:00, 105.79it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1099/3000]: Train loss: 2.1220, Valid loss: 3.5117\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1100/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.31it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1100/3000]: Train loss: 2.5101, Valid loss: 3.1434\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1101/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.05it/s, loss=3.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1101/3000]: Train loss: 2.2920, Valid loss: 2.4535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1102/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.64it/s, loss=4.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1102/3000]: Train loss: 3.3795, Valid loss: 1.9693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1103/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.11it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1103/3000]: Train loss: 2.4475, Valid loss: 2.1979\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1104/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.43it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1104/3000]: Train loss: 2.1073, Valid loss: 2.9071\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1105/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.37it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1105/3000]: Train loss: 2.4874, Valid loss: 3.7547\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1106/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.46it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1106/3000]: Train loss: 2.6933, Valid loss: 4.0817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1107/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.16it/s, loss=3.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1107/3000]: Train loss: 3.5837, Valid loss: 5.1171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1108/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.90it/s, loss=3.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1108/3000]: Train loss: 3.3477, Valid loss: 2.3236\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1109/3000]: 100%|██████████| 9/9 [00:00<00:00, 116.43it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1109/3000]: Train loss: 2.9060, Valid loss: 3.5484\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1110/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.51it/s, loss=3.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1110/3000]: Train loss: 2.7834, Valid loss: 3.6309\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1111/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.29it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1111/3000]: Train loss: 2.4174, Valid loss: 2.9729\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1112/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.72it/s, loss=1.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1112/3000]: Train loss: 2.3310, Valid loss: 2.1639\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1113/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.79it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1113/3000]: Train loss: 2.0776, Valid loss: 2.0790\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1114/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.52it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1114/3000]: Train loss: 1.9368, Valid loss: 2.3572\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1115/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.05it/s, loss=2.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1115/3000]: Train loss: 2.1065, Valid loss: 2.5840\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1116/3000]: 100%|██████████| 9/9 [00:00<00:00, 123.30it/s, loss=3.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1116/3000]: Train loss: 2.6301, Valid loss: 2.1443\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1117/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.13it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1117/3000]: Train loss: 2.3768, Valid loss: 3.3840\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1118/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.26it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1118/3000]: Train loss: 3.3142, Valid loss: 3.9196\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1119/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.91it/s, loss=3.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1119/3000]: Train loss: 2.9711, Valid loss: 2.3904\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1120/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.26it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1120/3000]: Train loss: 2.2208, Valid loss: 2.0623\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1121/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.52it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1121/3000]: Train loss: 2.1139, Valid loss: 2.1503\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1122/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.37it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1122/3000]: Train loss: 1.9862, Valid loss: 2.1269\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1123/3000]: 100%|██████████| 9/9 [00:00<00:00, 240.14it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1123/3000]: Train loss: 2.2170, Valid loss: 2.3606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1124/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.50it/s, loss=1.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1124/3000]: Train loss: 1.9672, Valid loss: 2.0078\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1125/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.41it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1125/3000]: Train loss: 1.9485, Valid loss: 2.7868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1126/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.87it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1126/3000]: Train loss: 2.5190, Valid loss: 2.1411\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1127/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.54it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1127/3000]: Train loss: 2.0103, Valid loss: 2.2503\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1128/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.52it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1128/3000]: Train loss: 2.3347, Valid loss: 2.4538\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1129/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.89it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1129/3000]: Train loss: 2.0175, Valid loss: 2.2497\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1130/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.67it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1130/3000]: Train loss: 2.1600, Valid loss: 2.7480\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1131/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.90it/s, loss=1.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1131/3000]: Train loss: 1.9759, Valid loss: 2.5342\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1132/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.04it/s, loss=2.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1132/3000]: Train loss: 2.2187, Valid loss: 3.7195\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1133/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.99it/s, loss=4.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1133/3000]: Train loss: 3.0936, Valid loss: 4.1034\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1134/3000]: 100%|██████████| 9/9 [00:00<00:00, 324.01it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1134/3000]: Train loss: 2.7049, Valid loss: 2.5191\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1135/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.47it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1135/3000]: Train loss: 2.7298, Valid loss: 2.6969\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1136/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.92it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1136/3000]: Train loss: 2.5797, Valid loss: 4.7791\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1137/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.40it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1137/3000]: Train loss: 2.4574, Valid loss: 2.1675\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1138/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.14it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1138/3000]: Train loss: 2.0458, Valid loss: 3.4324\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1139/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.51it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1139/3000]: Train loss: 2.4521, Valid loss: 1.9919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1140/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.01it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1140/3000]: Train loss: 1.9786, Valid loss: 2.0860\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1141/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.91it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1141/3000]: Train loss: 1.9013, Valid loss: 2.0204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1142/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.27it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1142/3000]: Train loss: 1.9102, Valid loss: 2.2985\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1143/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.78it/s, loss=3.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1143/3000]: Train loss: 2.4365, Valid loss: 2.0456\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1144/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.35it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1144/3000]: Train loss: 2.5933, Valid loss: 3.8967\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1145/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.69it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1145/3000]: Train loss: 2.9722, Valid loss: 5.6652\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1146/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.35it/s, loss=4.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1146/3000]: Train loss: 3.3395, Valid loss: 2.5925\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1147/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.29it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1147/3000]: Train loss: 3.1003, Valid loss: 4.1592\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1148/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.50it/s, loss=1.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1148/3000]: Train loss: 2.5960, Valid loss: 1.9944\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1149/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.12it/s, loss=2.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1149/3000]: Train loss: 2.0649, Valid loss: 2.5256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1150/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.34it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1150/3000]: Train loss: 2.1147, Valid loss: 1.8486\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1151/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.17it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1151/3000]: Train loss: 2.1572, Valid loss: 1.9660\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1152/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.49it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1152/3000]: Train loss: 1.9087, Valid loss: 2.2395\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1153/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.85it/s, loss=2.28]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1153/3000]: Train loss: 1.9170, Valid loss: 2.1692\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1154/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.23it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1154/3000]: Train loss: 1.8499, Valid loss: 2.0729\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1155/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.26it/s, loss=2.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1155/3000]: Train loss: 1.9484, Valid loss: 2.3002\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1156/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.80it/s, loss=3.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1156/3000]: Train loss: 2.2438, Valid loss: 3.0580\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1157/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.74it/s, loss=2.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1157/3000]: Train loss: 2.4561, Valid loss: 2.0033\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1158/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.13it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1158/3000]: Train loss: 2.0489, Valid loss: 2.3250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1159/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.87it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1159/3000]: Train loss: 1.9084, Valid loss: 2.0130\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1160/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.56it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1160/3000]: Train loss: 2.0287, Valid loss: 2.4759\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1161/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.97it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1161/3000]: Train loss: 2.3208, Valid loss: 3.2131\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1162/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.55it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1162/3000]: Train loss: 2.1171, Valid loss: 2.8499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1163/3000]: 100%|██████████| 9/9 [00:00<00:00, 262.68it/s, loss=2.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1163/3000]: Train loss: 2.2278, Valid loss: 2.0844\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1164/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.21it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1164/3000]: Train loss: 2.1232, Valid loss: 2.2738\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1165/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.13it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1165/3000]: Train loss: 1.9198, Valid loss: 2.2018\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1166/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.16it/s, loss=2.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1166/3000]: Train loss: 2.3401, Valid loss: 2.0541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1167/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.60it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1167/3000]: Train loss: 2.0939, Valid loss: 2.5015\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1168/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.57it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1168/3000]: Train loss: 1.8773, Valid loss: 1.9858\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1169/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.63it/s, loss=3.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1169/3000]: Train loss: 2.3287, Valid loss: 3.4372\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1170/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.27it/s, loss=2.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1170/3000]: Train loss: 2.2641, Valid loss: 2.3621\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1171/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.54it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1171/3000]: Train loss: 2.1255, Valid loss: 2.0821\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1172/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.93it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1172/3000]: Train loss: 1.9542, Valid loss: 2.1434\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1173/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.25it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1173/3000]: Train loss: 1.9849, Valid loss: 2.4540\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1174/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.80it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1174/3000]: Train loss: 2.0838, Valid loss: 2.9647\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1175/3000]: 100%|██████████| 9/9 [00:00<00:00, 122.89it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1175/3000]: Train loss: 2.3254, Valid loss: 2.5586\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1176/3000]: 100%|██████████| 9/9 [00:00<00:00, 110.73it/s, loss=1.99]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1176/3000]: Train loss: 2.1194, Valid loss: 3.2753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1177/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.28it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1177/3000]: Train loss: 2.2854, Valid loss: 2.1801\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1178/3000]: 100%|██████████| 9/9 [00:00<00:00, 263.56it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1178/3000]: Train loss: 1.9628, Valid loss: 2.0974\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1179/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.52it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1179/3000]: Train loss: 2.1293, Valid loss: 3.4169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1180/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.48it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1180/3000]: Train loss: 2.1432, Valid loss: 2.1297\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1181/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.34it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1181/3000]: Train loss: 1.9237, Valid loss: 1.9424\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1182/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.42it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1182/3000]: Train loss: 1.9043, Valid loss: 2.3120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1183/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.33it/s, loss=2.53]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1183/3000]: Train loss: 1.9763, Valid loss: 2.0860"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1184/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.92it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1184/3000]: Train loss: 1.8813, Valid loss: 2.1363\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1185/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.82it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1185/3000]: Train loss: 2.0372, Valid loss: 2.7713\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1186/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.52it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1186/3000]: Train loss: 1.9941, Valid loss: 2.0712\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1187/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.13it/s, loss=2.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1187/3000]: Train loss: 2.1574, Valid loss: 2.0595\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1188/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.34it/s, loss=3.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1188/3000]: Train loss: 2.8934, Valid loss: 3.2834\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1189/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.27it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1189/3000]: Train loss: 2.4417, Valid loss: 6.0506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1190/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.87it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1190/3000]: Train loss: 2.8980, Valid loss: 2.7497\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1191/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.04it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1191/3000]: Train loss: 2.4129, Valid loss: 2.0680\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1192/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.00it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1192/3000]: Train loss: 2.0998, Valid loss: 2.2290\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1193/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.73it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1193/3000]: Train loss: 1.8642, Valid loss: 1.9672\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1194/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.95it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1194/3000]: Train loss: 2.0207, Valid loss: 2.2679\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1195/3000]: 100%|██████████| 9/9 [00:00<00:00, 122.61it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1195/3000]: Train loss: 1.8737, Valid loss: 2.6360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1196/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.25it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1196/3000]: Train loss: 2.0402, Valid loss: 3.2500\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1197/3000]: 100%|██████████| 9/9 [00:00<00:00, 254.13it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1197/3000]: Train loss: 2.2575, Valid loss: 2.5716\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1198/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.86it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1198/3000]: Train loss: 2.1408, Valid loss: 2.1104\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1199/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.23it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1199/3000]: Train loss: 2.2459, Valid loss: 2.2034\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1200/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.99it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1200/3000]: Train loss: 2.1035, Valid loss: 2.3290\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1201/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.17it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1201/3000]: Train loss: 1.8850, Valid loss: 2.3438\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1202/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.67it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1202/3000]: Train loss: 2.2734, Valid loss: 2.0254\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1203/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.93it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1203/3000]: Train loss: 1.8482, Valid loss: 2.4336\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1204/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.99it/s, loss=3.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1204/3000]: Train loss: 2.2212, Valid loss: 2.5989\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1205/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.39it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1205/3000]: Train loss: 3.0073, Valid loss: 3.7008\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1206/3000]: 100%|██████████| 9/9 [00:00<00:00, 260.51it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1206/3000]: Train loss: 2.9787, Valid loss: 2.4370\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1207/3000]: 100%|██████████| 9/9 [00:00<00:00, 245.85it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1207/3000]: Train loss: 2.7760, Valid loss: 2.5107\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1208/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.20it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1208/3000]: Train loss: 2.6314, Valid loss: 2.0002\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1209/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.86it/s, loss=1.92]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1209/3000]: Train loss: 2.3138, Valid loss: 2.5439\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1210/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.19it/s, loss=1.56]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1210/3000]: Train loss: 2.0724, Valid loss: 2.4797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1211/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.74it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1211/3000]: Train loss: 1.9535, Valid loss: 2.2648\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1212/3000]: 100%|██████████| 9/9 [00:00<00:00, 111.97it/s, loss=3.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1212/3000]: Train loss: 2.0292, Valid loss: 3.6756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1213/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.57it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1213/3000]: Train loss: 2.7005, Valid loss: 2.9296\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1214/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.38it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1214/3000]: Train loss: 2.2708, Valid loss: 2.7340\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1215/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.52it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1215/3000]: Train loss: 2.4143, Valid loss: 2.4852\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1216/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.13it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1216/3000]: Train loss: 2.2645, Valid loss: 2.3446\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1217/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.25it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1217/3000]: Train loss: 1.9155, Valid loss: 2.7212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1218/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.02it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1218/3000]: Train loss: 2.3100, Valid loss: 2.8664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1219/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.83it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1219/3000]: Train loss: 2.1779, Valid loss: 2.6235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1220/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.16it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1220/3000]: Train loss: 2.0445, Valid loss: 2.9086\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1221/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.79it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1221/3000]: Train loss: 2.5502, Valid loss: 1.8938\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1222/3000]: 100%|██████████| 9/9 [00:00<00:00, 293.87it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1222/3000]: Train loss: 1.9321, Valid loss: 2.4006\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1223/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.45it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1223/3000]: Train loss: 1.8321, Valid loss: 2.1341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1224/3000]: 100%|██████████| 9/9 [00:00<00:00, 240.98it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1224/3000]: Train loss: 1.9063, Valid loss: 2.0996\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1225/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.99it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1225/3000]: Train loss: 2.0260, Valid loss: 2.3019\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1226/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.84it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1226/3000]: Train loss: 1.9674, Valid loss: 2.0340\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1227/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.11it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1227/3000]: Train loss: 1.8780, Valid loss: 2.0926\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1228/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.23it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1228/3000]: Train loss: 1.8381, Valid loss: 2.5853\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1229/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.48it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1229/3000]: Train loss: 1.8613, Valid loss: 2.1606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1230/3000]: 100%|██████████| 9/9 [00:00<00:00, 243.50it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1230/3000]: Train loss: 2.1840, Valid loss: 2.2014\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1231/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.37it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1231/3000]: Train loss: 2.0861, Valid loss: 2.1100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1232/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.98it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1232/3000]: Train loss: 1.9555, Valid loss: 2.2313\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1233/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.40it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1233/3000]: Train loss: 2.1931, Valid loss: 1.8540\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1234/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.56it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1234/3000]: Train loss: 2.1340, Valid loss: 1.8912\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1235/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.14it/s, loss=2.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1235/3000]: Train loss: 2.1793, Valid loss: 3.5007\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1236/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.83it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1236/3000]: Train loss: 2.5966, Valid loss: 2.8765\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1237/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.93it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1237/3000]: Train loss: 2.4384, Valid loss: 2.2514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1238/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.07it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1238/3000]: Train loss: 1.9037, Valid loss: 2.4486\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1239/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.27it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1239/3000]: Train loss: 2.2298, Valid loss: 2.1114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1240/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.26it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1240/3000]: Train loss: 2.0464, Valid loss: 1.9209\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1241/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.78it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1241/3000]: Train loss: 2.2697, Valid loss: 4.0127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1242/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.66it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1242/3000]: Train loss: 2.4222, Valid loss: 2.6854\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1243/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.40it/s, loss=5.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1243/3000]: Train loss: 3.0039, Valid loss: 5.0175\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1244/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.72it/s, loss=3.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1244/3000]: Train loss: 3.2902, Valid loss: 2.5801\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1245/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.74it/s, loss=4.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1245/3000]: Train loss: 2.9164, Valid loss: 2.8953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1246/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.46it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1246/3000]: Train loss: 2.1142, Valid loss: 3.2001\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1247/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.68it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1247/3000]: Train loss: 2.0626, Valid loss: 1.9481\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1248/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.40it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1248/3000]: Train loss: 1.8847, Valid loss: 2.0947\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1249/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.83it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1249/3000]: Train loss: 1.9292, Valid loss: 2.3512\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1250/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.87it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1250/3000]: Train loss: 1.9179, Valid loss: 1.9171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1251/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.84it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1251/3000]: Train loss: 2.5162, Valid loss: 2.0321\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1252/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.46it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1252/3000]: Train loss: 2.4581, Valid loss: 2.8454\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1253/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.38it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1253/3000]: Train loss: 2.1717, Valid loss: 2.3673\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1254/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.69it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1254/3000]: Train loss: 1.9419, Valid loss: 2.7991\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1255/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.14it/s, loss=2.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1255/3000]: Train loss: 2.0611, Valid loss: 2.1357\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1256/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.97it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1256/3000]: Train loss: 2.3753, Valid loss: 2.0791\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1257/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.47it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1257/3000]: Train loss: 1.9317, Valid loss: 2.5933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1258/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.62it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1258/3000]: Train loss: 2.0155, Valid loss: 2.8328\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1259/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.05it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1259/3000]: Train loss: 2.2755, Valid loss: 4.1176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1260/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.75it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1260/3000]: Train loss: 2.7370, Valid loss: 2.5702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1261/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.56it/s, loss=2.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1261/3000]: Train loss: 2.1861, Valid loss: 2.4157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1262/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.14it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1262/3000]: Train loss: 1.9344, Valid loss: 4.3406\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1263/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.66it/s, loss=5.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1263/3000]: Train loss: 3.3935, Valid loss: 2.2889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1264/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.40it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1264/3000]: Train loss: 2.7306, Valid loss: 2.7617\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1265/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.64it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1265/3000]: Train loss: 2.6190, Valid loss: 2.1226\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1266/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.31it/s, loss=2.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1266/3000]: Train loss: 2.2976, Valid loss: 2.2891\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1267/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.97it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1267/3000]: Train loss: 2.1721, Valid loss: 2.1573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1268/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.00it/s, loss=1.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1268/3000]: Train loss: 2.0300, Valid loss: 1.8871\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1269/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.03it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1269/3000]: Train loss: 1.9486, Valid loss: 2.2978\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1270/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.48it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1270/3000]: Train loss: 2.0782, Valid loss: 6.3569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1271/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.39it/s, loss=4.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1271/3000]: Train loss: 3.6499, Valid loss: 8.6936\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1272/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.46it/s, loss=4.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1272/3000]: Train loss: 4.1146, Valid loss: 2.0620\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1273/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.87it/s, loss=2.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1273/3000]: Train loss: 2.6263, Valid loss: 2.4303\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1274/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.31it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1274/3000]: Train loss: 2.6501, Valid loss: 2.4424\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1275/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.03it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1275/3000]: Train loss: 2.1242, Valid loss: 2.6770\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1276/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.30it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1276/3000]: Train loss: 1.9398, Valid loss: 3.1844\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1277/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.77it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1277/3000]: Train loss: 2.4485, Valid loss: 3.0839\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1278/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.74it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1278/3000]: Train loss: 1.9546, Valid loss: 2.6551\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1279/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.49it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1279/3000]: Train loss: 3.1485, Valid loss: 2.3521\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1280/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.56it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1280/3000]: Train loss: 2.4533, Valid loss: 2.1496\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1281/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.60it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1281/3000]: Train loss: 2.1749, Valid loss: 2.5986\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1282/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.90it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1282/3000]: Train loss: 2.1257, Valid loss: 2.2591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1283/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.90it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1283/3000]: Train loss: 2.0162, Valid loss: 2.0966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1284/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.29it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1284/3000]: Train loss: 1.9390, Valid loss: 2.0213\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1285/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.79it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1285/3000]: Train loss: 1.9291, Valid loss: 2.1683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1286/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.08it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1286/3000]: Train loss: 2.1959, Valid loss: 2.3055\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1287/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.87it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1287/3000]: Train loss: 1.9517, Valid loss: 2.3334\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1288/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.85it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1288/3000]: Train loss: 1.9581, Valid loss: 2.2632\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1289/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.00it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1289/3000]: Train loss: 2.1056, Valid loss: 2.1965\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1290/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.73it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1290/3000]: Train loss: 1.8524, Valid loss: 2.5741\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1291/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.94it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1291/3000]: Train loss: 2.1392, Valid loss: 5.0542\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1292/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.17it/s, loss=3.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1292/3000]: Train loss: 2.6733, Valid loss: 3.5929\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1293/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.76it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1293/3000]: Train loss: 2.4739, Valid loss: 2.0114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1294/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.31it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1294/3000]: Train loss: 2.5572, Valid loss: 2.9676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1295/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.95it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1295/3000]: Train loss: 2.2352, Valid loss: 2.2478\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1296/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.51it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1296/3000]: Train loss: 2.3911, Valid loss: 2.6016\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1297/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.14it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1297/3000]: Train loss: 2.0896, Valid loss: 2.8760\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1298/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.73it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1298/3000]: Train loss: 2.2128, Valid loss: 2.2765\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1299/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.43it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1299/3000]: Train loss: 1.9891, Valid loss: 2.1879\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1300/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.52it/s, loss=1.98]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1300/3000]: Train loss: 1.9674, Valid loss: 2.9058\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1301/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.31it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1301/3000]: Train loss: 2.1584, Valid loss: 3.2089\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1302/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.22it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1302/3000]: Train loss: 2.2521, Valid loss: 2.0367\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1303/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.77it/s, loss=1.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1303/3000]: Train loss: 1.8234, Valid loss: 1.8153\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1304/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.99it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1304/3000]: Train loss: 1.8715, Valid loss: 3.5085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1305/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.08it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1305/3000]: Train loss: 2.6223, Valid loss: 5.7776\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1306/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.80it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1306/3000]: Train loss: 2.7488, Valid loss: 3.0035\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1307/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.29it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1307/3000]: Train loss: 2.1753, Valid loss: 2.0116\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1308/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.09it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1308/3000]: Train loss: 1.9454, Valid loss: 2.5019\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1309/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.43it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1309/3000]: Train loss: 2.1398, Valid loss: 2.2077\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1310/3000]: 100%|██████████| 9/9 [00:00<00:00, 110.80it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1310/3000]: Train loss: 2.3967, Valid loss: 2.4917\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1311/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.58it/s, loss=1.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1311/3000]: Train loss: 2.0325, Valid loss: 2.5705\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1312/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.76it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1312/3000]: Train loss: 1.8078, Valid loss: 2.1721\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1313/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.90it/s, loss=1.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1313/3000]: Train loss: 1.8023, Valid loss: 2.2783\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1314/3000]: 100%|██████████| 9/9 [00:00<00:00, 354.84it/s, loss=1.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1314/3000]: Train loss: 1.9989, Valid loss: 2.6319\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1315/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.12it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1315/3000]: Train loss: 1.9653, Valid loss: 2.0868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1316/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.40it/s, loss=2.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1316/3000]: Train loss: 2.4069, Valid loss: 2.3291\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1317/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.07it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1317/3000]: Train loss: 2.4355, Valid loss: 3.2376\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1318/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.98it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1318/3000]: Train loss: 2.2067, Valid loss: 2.4709\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1319/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.73it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1319/3000]: Train loss: 2.1270, Valid loss: 2.1091\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1320/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.67it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1320/3000]: Train loss: 1.9637, Valid loss: 2.1216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1321/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.47it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1321/3000]: Train loss: 2.3698, Valid loss: 2.7056\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1322/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.37it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1322/3000]: Train loss: 2.2640, Valid loss: 2.4727\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1323/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.83it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1323/3000]: Train loss: 2.1547, Valid loss: 2.2401\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1324/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.89it/s, loss=1.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1324/3000]: Train loss: 1.8050, Valid loss: 2.1648\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1325/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.85it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1325/3000]: Train loss: 1.8253, Valid loss: 2.6832\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1326/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.26it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1326/3000]: Train loss: 2.3043, Valid loss: 2.5913\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1327/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.62it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1327/3000]: Train loss: 2.1260, Valid loss: 2.0863\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1328/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.05it/s, loss=2.19]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1328/3000]: Train loss: 2.2722, Valid loss: 2.5104\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1329/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.27it/s, loss=1.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1329/3000]: Train loss: 2.1552, Valid loss: 2.1416\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1330/3000]: 100%|██████████| 9/9 [00:00<00:00, 110.00it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1330/3000]: Train loss: 1.8185, Valid loss: 1.8148\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1331/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.74it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1331/3000]: Train loss: 1.9215, Valid loss: 2.1250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1332/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.67it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1332/3000]: Train loss: 1.9719, Valid loss: 2.9406\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1333/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.88it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1333/3000]: Train loss: 2.0035, Valid loss: 3.4306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1334/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.83it/s, loss=3.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1334/3000]: Train loss: 2.3010, Valid loss: 2.4651\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1335/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.28it/s, loss=5.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1335/3000]: Train loss: 3.2823, Valid loss: 5.1719\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1336/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.27it/s, loss=6.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1336/3000]: Train loss: 4.9140, Valid loss: 2.0433\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1337/3000]: 100%|██████████| 9/9 [00:00<00:00, 330.88it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1337/3000]: Train loss: 3.4346, Valid loss: 4.9573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1338/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.39it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1338/3000]: Train loss: 2.4799, Valid loss: 3.5217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1339/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.11it/s, loss=3.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1339/3000]: Train loss: 2.3137, Valid loss: 1.8530\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1340/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.93it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1340/3000]: Train loss: 2.0943, Valid loss: 2.0210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1341/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.56it/s, loss=2.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1341/3000]: Train loss: 2.4923, Valid loss: 2.2648\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1342/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.63it/s, loss=3.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1342/3000]: Train loss: 2.2399, Valid loss: 2.3715\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1343/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.46it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1343/3000]: Train loss: 2.0389, Valid loss: 2.5211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1344/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.68it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1344/3000]: Train loss: 2.4989, Valid loss: 3.6364\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1345/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.82it/s, loss=3.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1345/3000]: Train loss: 2.7074, Valid loss: 2.4014\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1346/3000]: 100%|██████████| 9/9 [00:00<00:00, 270.18it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1346/3000]: Train loss: 1.8717, Valid loss: 1.9796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1347/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.95it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1347/3000]: Train loss: 1.8682, Valid loss: 1.8179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1348/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.59it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1348/3000]: Train loss: 1.9280, Valid loss: 1.8061\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1349/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.50it/s, loss=1.7]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1349/3000]: Train loss: 1.8682, Valid loss: 2.0280\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1350/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.88it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1350/3000]: Train loss: 1.9216, Valid loss: 3.1018\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1351/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.53it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1351/3000]: Train loss: 2.6550, Valid loss: 3.5633\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1352/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.67it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1352/3000]: Train loss: 3.6089, Valid loss: 5.4339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1353/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.16it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1353/3000]: Train loss: 3.0983, Valid loss: 1.9857\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1354/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.01it/s, loss=1.87]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1354/3000]: Train loss: 2.3047, Valid loss: 2.7897\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1355/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.67it/s, loss=3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1355/3000]: Train loss: 2.1628, Valid loss: 3.3584\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1356/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.45it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1356/3000]: Train loss: 2.4202, Valid loss: 2.0270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1357/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.29it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1357/3000]: Train loss: 1.9374, Valid loss: 2.4051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1358/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.77it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1358/3000]: Train loss: 1.8920, Valid loss: 1.9296\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1359/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.83it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1359/3000]: Train loss: 1.8713, Valid loss: 2.2123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1360/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.03it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1360/3000]: Train loss: 1.9359, Valid loss: 2.4173\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1361/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.55it/s, loss=1.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1361/3000]: Train loss: 1.8960, Valid loss: 2.6234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1362/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.32it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1362/3000]: Train loss: 2.0038, Valid loss: 4.2331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1363/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.92it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1363/3000]: Train loss: 2.5665, Valid loss: 2.0041\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1364/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.21it/s, loss=2.76]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1364/3000]: Train loss: 1.9882, Valid loss: 2.7654\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1365/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.92it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1365/3000]: Train loss: 2.0584, Valid loss: 1.7985\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1366/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.00it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1366/3000]: Train loss: 1.9520, Valid loss: 1.9308\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1367/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.05it/s, loss=1.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1367/3000]: Train loss: 1.8063, Valid loss: 1.9653\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1368/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.12it/s, loss=1.6]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1368/3000]: Train loss: 1.8809, Valid loss: 2.5270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1369/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.20it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1369/3000]: Train loss: 1.9578, Valid loss: 1.9055\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1370/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.16it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1370/3000]: Train loss: 1.8845, Valid loss: 2.1553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1371/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.29it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1371/3000]: Train loss: 2.0917, Valid loss: 2.7304\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1372/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.96it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1372/3000]: Train loss: 2.0200, Valid loss: 2.7106\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1373/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.13it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1373/3000]: Train loss: 2.4023, Valid loss: 2.9517\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1374/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.06it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1374/3000]: Train loss: 2.0030, Valid loss: 2.1685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1375/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.13it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1375/3000]: Train loss: 1.8253, Valid loss: 1.7647\n",
      "Saving model with loss 1.765...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1376/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.08it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1376/3000]: Train loss: 1.8930, Valid loss: 2.0232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1377/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.68it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1377/3000]: Train loss: 1.8984, Valid loss: 2.9934\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1378/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.80it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1378/3000]: Train loss: 2.0851, Valid loss: 2.5438\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1379/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.86it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1379/3000]: Train loss: 2.1587, Valid loss: 2.7631\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1380/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.76it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1380/3000]: Train loss: 1.9909, Valid loss: 1.9287\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1381/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.22it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1381/3000]: Train loss: 1.9370, Valid loss: 2.0891\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1382/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.99it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1382/3000]: Train loss: 1.9643, Valid loss: 2.7761\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1383/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.35it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1383/3000]: Train loss: 2.3544, Valid loss: 2.3581\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1384/3000]: 100%|██████████| 9/9 [00:00<00:00, 118.86it/s, loss=1.73]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1384/3000]: Train loss: 2.0252, Valid loss: 2.0752\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1385/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.01it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1385/3000]: Train loss: 2.5726, Valid loss: 4.9295\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1386/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.16it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1386/3000]: Train loss: 2.8928, Valid loss: 2.2848\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1387/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.41it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1387/3000]: Train loss: 2.3299, Valid loss: 1.8544\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1388/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.41it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1388/3000]: Train loss: 1.8525, Valid loss: 2.3410\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1389/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.04it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1389/3000]: Train loss: 1.8397, Valid loss: 2.3302\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1390/3000]: 100%|██████████| 9/9 [00:00<00:00, 297.71it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1390/3000]: Train loss: 1.8619, Valid loss: 2.3652\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1391/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.82it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1391/3000]: Train loss: 1.9701, Valid loss: 1.9160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1392/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.69it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1392/3000]: Train loss: 1.9810, Valid loss: 1.8894\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1393/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.86it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1393/3000]: Train loss: 2.3954, Valid loss: 1.9692\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1394/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.14it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1394/3000]: Train loss: 2.0879, Valid loss: 2.5946\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1395/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.74it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1395/3000]: Train loss: 2.0634, Valid loss: 2.0347\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1396/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.42it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1396/3000]: Train loss: 1.7805, Valid loss: 2.3065\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1397/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.41it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1397/3000]: Train loss: 1.9017, Valid loss: 2.1949\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1398/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.20it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1398/3000]: Train loss: 1.9431, Valid loss: 2.0341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1399/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.66it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1399/3000]: Train loss: 1.8828, Valid loss: 2.1942\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1400/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.28it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1400/3000]: Train loss: 1.9624, Valid loss: 2.3612\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1401/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.22it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1401/3000]: Train loss: 1.7876, Valid loss: 3.1714\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1402/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.94it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1402/3000]: Train loss: 2.0081, Valid loss: 2.3137\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1403/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.47it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1403/3000]: Train loss: 1.9271, Valid loss: 2.2552\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1404/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.34it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1404/3000]: Train loss: 1.9142, Valid loss: 2.2726\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1405/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.28it/s, loss=2.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1405/3000]: Train loss: 2.1349, Valid loss: 2.0047\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1406/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.79it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1406/3000]: Train loss: 2.3831, Valid loss: 1.9996\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1407/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.98it/s, loss=3.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1407/3000]: Train loss: 2.2614, Valid loss: 1.8713\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1408/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.24it/s, loss=2.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1408/3000]: Train loss: 2.2185, Valid loss: 2.2624\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1409/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.44it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1409/3000]: Train loss: 2.2509, Valid loss: 3.7248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1410/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.83it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1410/3000]: Train loss: 2.8806, Valid loss: 4.8385\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1411/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.84it/s, loss=4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1411/3000]: Train loss: 2.7998, Valid loss: 3.4122\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1412/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.56it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1412/3000]: Train loss: 2.2434, Valid loss: 2.7695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1413/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.66it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1413/3000]: Train loss: 2.2119, Valid loss: 2.4276\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1414/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.22it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1414/3000]: Train loss: 1.8744, Valid loss: 2.2920\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1415/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.57it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1415/3000]: Train loss: 2.0218, Valid loss: 2.3091\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1416/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.04it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1416/3000]: Train loss: 1.8716, Valid loss: 2.2851\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1417/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.85it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1417/3000]: Train loss: 1.9489, Valid loss: 1.8320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1418/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.73it/s, loss=2.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1418/3000]: Train loss: 2.1399, Valid loss: 2.5065\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1419/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.30it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1419/3000]: Train loss: 1.9029, Valid loss: 2.4854\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1420/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.38it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1420/3000]: Train loss: 2.0445, Valid loss: 1.9146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1421/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.50it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1421/3000]: Train loss: 1.7740, Valid loss: 1.9706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1422/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.71it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1422/3000]: Train loss: 1.8508, Valid loss: 2.2490\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1423/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.34it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1423/3000]: Train loss: 1.9448, Valid loss: 2.4516\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1424/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.86it/s, loss=8.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1424/3000]: Train loss: 4.1125, Valid loss: 2.1144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1425/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.95it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1425/3000]: Train loss: 3.6363, Valid loss: 9.2031\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1426/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.11it/s, loss=5.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1426/3000]: Train loss: 4.9365, Valid loss: 2.6164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1427/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.63it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1427/3000]: Train loss: 3.6644, Valid loss: 4.6876\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1428/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.93it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1428/3000]: Train loss: 3.1283, Valid loss: 2.8660\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1429/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.69it/s, loss=2.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1429/3000]: Train loss: 2.7636, Valid loss: 2.4951\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1430/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.33it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1430/3000]: Train loss: 2.1449, Valid loss: 2.1113\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1431/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.05it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1431/3000]: Train loss: 2.1319, Valid loss: 2.1174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1432/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.00it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1432/3000]: Train loss: 1.8964, Valid loss: 2.0794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1433/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.82it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1433/3000]: Train loss: 1.8526, Valid loss: 2.1369\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1434/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.53it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1434/3000]: Train loss: 1.8517, Valid loss: 2.4227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1435/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.62it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1435/3000]: Train loss: 2.0713, Valid loss: 2.6847\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1436/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.14it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1436/3000]: Train loss: 2.0400, Valid loss: 2.2227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1437/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.88it/s, loss=2.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1437/3000]: Train loss: 1.9672, Valid loss: 2.0339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1438/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.92it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1438/3000]: Train loss: 1.8550, Valid loss: 1.7511\n",
      "Saving model with loss 1.751...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1439/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.90it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1439/3000]: Train loss: 1.8703, Valid loss: 1.9497\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1440/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.63it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1440/3000]: Train loss: 2.2114, Valid loss: 3.4490\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1441/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.67it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1441/3000]: Train loss: 2.2953, Valid loss: 2.0727\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1442/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.33it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1442/3000]: Train loss: 2.0082, Valid loss: 2.1948\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1443/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.85it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1443/3000]: Train loss: 1.9192, Valid loss: 2.2792\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1444/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.74it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1444/3000]: Train loss: 2.0053, Valid loss: 2.3213\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1445/3000]: 100%|██████████| 9/9 [00:00<00:00, 123.45it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1445/3000]: Train loss: 1.8325, Valid loss: 2.1769\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1446/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.12it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1446/3000]: Train loss: 2.0711, Valid loss: 2.2166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1447/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.47it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1447/3000]: Train loss: 1.7813, Valid loss: 2.4589\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1448/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.81it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1448/3000]: Train loss: 1.8667, Valid loss: 2.6941\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1449/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.48it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1449/3000]: Train loss: 1.9857, Valid loss: 2.2835\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1450/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.15it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1450/3000]: Train loss: 1.7964, Valid loss: 2.0273\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1451/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.37it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1451/3000]: Train loss: 1.8454, Valid loss: 2.3675\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1452/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.76it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1452/3000]: Train loss: 2.1964, Valid loss: 2.0469\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1453/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.34it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1453/3000]: Train loss: 1.8819, Valid loss: 2.2130\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1454/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.07it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1454/3000]: Train loss: 1.7990, Valid loss: 2.9127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1455/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.19it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1455/3000]: Train loss: 1.8393, Valid loss: 1.9573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1456/3000]: 100%|██████████| 9/9 [00:00<00:00, 260.17it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1456/3000]: Train loss: 1.8144, Valid loss: 2.1912\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1457/3000]: 100%|██████████| 9/9 [00:00<00:00, 263.31it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1457/3000]: Train loss: 1.7850, Valid loss: 2.2746\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1458/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.64it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1458/3000]: Train loss: 2.0722, Valid loss: 3.2906\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1459/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.57it/s, loss=2.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1459/3000]: Train loss: 2.2427, Valid loss: 1.9983\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1460/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.23it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1460/3000]: Train loss: 1.9314, Valid loss: 2.2064\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1461/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.69it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1461/3000]: Train loss: 1.8430, Valid loss: 2.7210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1462/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.42it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1462/3000]: Train loss: 1.9615, Valid loss: 2.1710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1463/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.73it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1463/3000]: Train loss: 2.0084, Valid loss: 2.2535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1464/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.91it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1464/3000]: Train loss: 1.8776, Valid loss: 2.0422\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1465/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.19it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1465/3000]: Train loss: 2.4760, Valid loss: 2.5756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1466/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.11it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1466/3000]: Train loss: 2.4652, Valid loss: 2.1778\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1467/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.59it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1467/3000]: Train loss: 2.7422, Valid loss: 2.3688\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1468/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.21it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1468/3000]: Train loss: 1.9271, Valid loss: 2.8114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1469/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.13it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1469/3000]: Train loss: 2.0793, Valid loss: 2.4448\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1470/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.45it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1470/3000]: Train loss: 2.1719, Valid loss: 1.9812\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1471/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.12it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1471/3000]: Train loss: 2.3421, Valid loss: 2.2143\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1472/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.83it/s, loss=2.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1472/3000]: Train loss: 2.0480, Valid loss: 2.2699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1473/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.17it/s, loss=2.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1473/3000]: Train loss: 2.0735, Valid loss: 2.3471\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1474/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.41it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1474/3000]: Train loss: 1.9567, Valid loss: 2.9003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1475/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.14it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1475/3000]: Train loss: 2.3902, Valid loss: 2.2439\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1476/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.02it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1476/3000]: Train loss: 2.2696, Valid loss: 2.2643\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1477/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.11it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1477/3000]: Train loss: 1.8029, Valid loss: 2.6253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1478/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.58it/s, loss=3]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1478/3000]: Train loss: 2.2621, Valid loss: 3.7917\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1479/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.12it/s, loss=2.81]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1479/3000]: Train loss: 2.8395, Valid loss: 2.4763\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1480/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.07it/s, loss=3.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1480/3000]: Train loss: 2.8998, Valid loss: 2.1614\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1481/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.97it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1481/3000]: Train loss: 2.3727, Valid loss: 3.0272\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1482/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.81it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1482/3000]: Train loss: 2.1718, Valid loss: 2.3951\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1483/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.36it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1483/3000]: Train loss: 1.8479, Valid loss: 1.7050\n",
      "Saving model with loss 1.705...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1484/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.49it/s, loss=1.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1484/3000]: Train loss: 1.7603, Valid loss: 1.9704\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1485/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.59it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1485/3000]: Train loss: 1.9333, Valid loss: 3.6744\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1486/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.61it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1486/3000]: Train loss: 2.3773, Valid loss: 2.0794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1487/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.01it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1487/3000]: Train loss: 2.2941, Valid loss: 2.0644\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1488/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.74it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1488/3000]: Train loss: 2.0588, Valid loss: 2.3281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1489/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.02it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1489/3000]: Train loss: 2.1691, Valid loss: 2.2455\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1490/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.94it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1490/3000]: Train loss: 1.8706, Valid loss: 2.0972\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1491/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.44it/s, loss=1.96]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1491/3000]: Train loss: 1.9101, Valid loss: 2.0003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1492/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.56it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1492/3000]: Train loss: 2.0220, Valid loss: 2.3882\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1493/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.92it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1493/3000]: Train loss: 1.9969, Valid loss: 2.4785\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1494/3000]: 100%|██████████| 9/9 [00:00<00:00, 107.71it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1494/3000]: Train loss: 2.2965, Valid loss: 3.0604\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1495/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.07it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1495/3000]: Train loss: 2.4641, Valid loss: 2.2180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1496/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.45it/s, loss=4.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1496/3000]: Train loss: 3.2473, Valid loss: 2.3340\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1497/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.04it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1497/3000]: Train loss: 3.0459, Valid loss: 5.2655\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1498/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.43it/s, loss=3.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1498/3000]: Train loss: 3.0860, Valid loss: 2.8307\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1499/3000]: 100%|██████████| 9/9 [00:00<00:00, 123.56it/s, loss=3.86]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1499/3000]: Train loss: 2.9497, Valid loss: 2.4281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1500/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.57it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1500/3000]: Train loss: 2.2548, Valid loss: 2.3576\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1501/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.76it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1501/3000]: Train loss: 1.9102, Valid loss: 1.7052\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1502/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.23it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1502/3000]: Train loss: 1.9031, Valid loss: 2.4180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1503/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.42it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1503/3000]: Train loss: 1.9038, Valid loss: 2.8698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1504/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.23it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1504/3000]: Train loss: 2.1323, Valid loss: 2.8523\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1505/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.91it/s, loss=5.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1505/3000]: Train loss: 3.4232, Valid loss: 2.5642\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1506/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.92it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1506/3000]: Train loss: 2.7018, Valid loss: 5.4153\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1507/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.71it/s, loss=5.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1507/3000]: Train loss: 4.3088, Valid loss: 3.4361\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1508/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.98it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1508/3000]: Train loss: 2.9494, Valid loss: 4.1889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1509/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.29it/s, loss=4.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1509/3000]: Train loss: 3.4555, Valid loss: 2.8793\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1510/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.90it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1510/3000]: Train loss: 2.5668, Valid loss: 3.2336\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1511/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.28it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1511/3000]: Train loss: 2.3700, Valid loss: 1.9253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1512/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.73it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1512/3000]: Train loss: 1.8269, Valid loss: 1.9560\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1513/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.97it/s, loss=2.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1513/3000]: Train loss: 1.8984, Valid loss: 3.4957\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1514/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.09it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1514/3000]: Train loss: 2.0402, Valid loss: 1.9289\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1515/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.35it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1515/3000]: Train loss: 1.9631, Valid loss: 1.8647\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1516/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.73it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1516/3000]: Train loss: 1.8463, Valid loss: 2.1946\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1517/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.09it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1517/3000]: Train loss: 1.8138, Valid loss: 2.4628\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1518/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.12it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1518/3000]: Train loss: 1.8838, Valid loss: 2.5550\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1519/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.53it/s, loss=2.3]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1519/3000]: Train loss: 1.9595, Valid loss: 2.0140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1520/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.26it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1520/3000]: Train loss: 1.9632, Valid loss: 2.6271\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1521/3000]: 100%|██████████| 9/9 [00:00<00:00, 123.35it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1521/3000]: Train loss: 2.0406, Valid loss: 1.8024\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1522/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.61it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1522/3000]: Train loss: 1.9246, Valid loss: 1.9536\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1523/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.82it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1523/3000]: Train loss: 2.0693, Valid loss: 4.0721\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1524/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.64it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1524/3000]: Train loss: 2.2290, Valid loss: 1.9881\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1525/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.02it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1525/3000]: Train loss: 2.2551, Valid loss: 3.1109\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1526/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.33it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1526/3000]: Train loss: 2.2247, Valid loss: 2.0446\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1527/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.65it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1527/3000]: Train loss: 1.8643, Valid loss: 2.1042\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1528/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.66it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1528/3000]: Train loss: 1.9607, Valid loss: 2.0855\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1529/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.11it/s, loss=1.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1529/3000]: Train loss: 1.7936, Valid loss: 1.8714\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1530/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.51it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1530/3000]: Train loss: 1.7628, Valid loss: 2.3252\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1531/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.94it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1531/3000]: Train loss: 1.9276, Valid loss: 2.7049\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1532/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.10it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1532/3000]: Train loss: 2.0095, Valid loss: 1.9288\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1533/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.30it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1533/3000]: Train loss: 1.8265, Valid loss: 1.8292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1534/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.64it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1534/3000]: Train loss: 1.8177, Valid loss: 2.6283\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1535/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.69it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1535/3000]: Train loss: 2.2257, Valid loss: 2.4304\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1536/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.02it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1536/3000]: Train loss: 2.2619, Valid loss: 1.8284\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1537/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.06it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1537/3000]: Train loss: 2.2507, Valid loss: 1.8809\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1538/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.33it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1538/3000]: Train loss: 1.9794, Valid loss: 2.1589\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1539/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.34it/s, loss=1.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1539/3000]: Train loss: 2.1196, Valid loss: 1.9582\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1540/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.16it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1540/3000]: Train loss: 1.8980, Valid loss: 2.0209\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1541/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.37it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1541/3000]: Train loss: 2.1537, Valid loss: 2.2796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1542/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.46it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1542/3000]: Train loss: 2.1816, Valid loss: 2.5551\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1543/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.55it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1543/3000]: Train loss: 2.0999, Valid loss: 2.3071\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1544/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.82it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1544/3000]: Train loss: 2.0795, Valid loss: 1.8735\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1545/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.24it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1545/3000]: Train loss: 2.1915, Valid loss: 2.3351\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1546/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.44it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1546/3000]: Train loss: 1.9776, Valid loss: 2.4085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1547/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.71it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1547/3000]: Train loss: 1.8538, Valid loss: 2.0315\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1548/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.55it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1548/3000]: Train loss: 1.7710, Valid loss: 2.1627\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1549/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.98it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1549/3000]: Train loss: 1.8532, Valid loss: 2.1173\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1550/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.12it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1550/3000]: Train loss: 1.8995, Valid loss: 1.8552\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1551/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.42it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1551/3000]: Train loss: 1.8541, Valid loss: 2.5250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1552/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.38it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1552/3000]: Train loss: 1.9321, Valid loss: 2.1075\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1553/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.48it/s, loss=2.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1553/3000]: Train loss: 2.3240, Valid loss: 2.3022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1554/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.93it/s, loss=4.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1554/3000]: Train loss: 2.6721, Valid loss: 2.5315\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1555/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.79it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1555/3000]: Train loss: 1.9513, Valid loss: 2.3176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1556/3000]: 100%|██████████| 9/9 [00:00<00:00, 261.32it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1556/3000]: Train loss: 1.8607, Valid loss: 2.2341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1557/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.22it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1557/3000]: Train loss: 1.8075, Valid loss: 1.9917\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1558/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.27it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1558/3000]: Train loss: 1.8573, Valid loss: 2.1757\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1559/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.66it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1559/3000]: Train loss: 1.9410, Valid loss: 1.7744\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1560/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.55it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1560/3000]: Train loss: 1.9471, Valid loss: 2.0059\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1561/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.27it/s, loss=2.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1561/3000]: Train loss: 2.1163, Valid loss: 2.1959\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1562/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.44it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1562/3000]: Train loss: 1.7652, Valid loss: 2.1695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1563/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.91it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1563/3000]: Train loss: 1.8499, Valid loss: 2.1003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1564/3000]: 100%|██████████| 9/9 [00:00<00:00, 265.62it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1564/3000]: Train loss: 1.7908, Valid loss: 1.9539\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1565/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.64it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1565/3000]: Train loss: 1.9490, Valid loss: 1.9576\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1566/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.57it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1566/3000]: Train loss: 1.9994, Valid loss: 2.0350\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1567/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.25it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1567/3000]: Train loss: 2.1341, Valid loss: 1.8256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1568/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.93it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1568/3000]: Train loss: 1.7400, Valid loss: 2.0848\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1569/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.48it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1569/3000]: Train loss: 1.8890, Valid loss: 2.0549\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1570/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.02it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1570/3000]: Train loss: 1.7605, Valid loss: 1.9998\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1571/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.28it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1571/3000]: Train loss: 1.7596, Valid loss: 1.8331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1572/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.79it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1572/3000]: Train loss: 1.7965, Valid loss: 1.7002\n",
      "Saving model with loss 1.700...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1573/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.25it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1573/3000]: Train loss: 1.8191, Valid loss: 2.3153\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1574/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.74it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1574/3000]: Train loss: 2.0096, Valid loss: 2.3811\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1575/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.16it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1575/3000]: Train loss: 1.9720, Valid loss: 2.1250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1576/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.41it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1576/3000]: Train loss: 1.8801, Valid loss: 2.2262\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1577/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.32it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1577/3000]: Train loss: 1.7569, Valid loss: 1.9713\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1578/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.82it/s, loss=2.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1578/3000]: Train loss: 1.8800, Valid loss: 4.0632\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1579/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.01it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1579/3000]: Train loss: 2.2746, Valid loss: 2.5229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1580/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.96it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1580/3000]: Train loss: 1.8401, Valid loss: 2.2379\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1581/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.03it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1581/3000]: Train loss: 2.0621, Valid loss: 3.2934\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1582/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.01it/s, loss=2.4]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1582/3000]: Train loss: 2.0524, Valid loss: 1.9940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1583/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.49it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1583/3000]: Train loss: 1.8736, Valid loss: 2.0667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1584/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.96it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1584/3000]: Train loss: 1.9018, Valid loss: 3.8591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1585/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.26it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1585/3000]: Train loss: 2.2232, Valid loss: 2.1564\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1586/3000]: 100%|██████████| 9/9 [00:00<00:00, 240.13it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1586/3000]: Train loss: 1.8680, Valid loss: 2.5599\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1587/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.50it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1587/3000]: Train loss: 2.4109, Valid loss: 2.1227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1588/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.47it/s, loss=1.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1588/3000]: Train loss: 1.7928, Valid loss: 1.8680\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1589/3000]: 100%|██████████| 9/9 [00:00<00:00, 271.26it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1589/3000]: Train loss: 1.8206, Valid loss: 2.3276\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1590/3000]: 100%|██████████| 9/9 [00:00<00:00, 111.19it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1590/3000]: Train loss: 1.8223, Valid loss: 1.9767\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1591/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.15it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1591/3000]: Train loss: 1.9800, Valid loss: 2.5755\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1592/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.89it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1592/3000]: Train loss: 2.1964, Valid loss: 2.3329\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1593/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.44it/s, loss=2.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1593/3000]: Train loss: 2.2500, Valid loss: 4.3553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1594/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.36it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1594/3000]: Train loss: 2.2636, Valid loss: 2.5008\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1595/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.92it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1595/3000]: Train loss: 1.8263, Valid loss: 2.0859\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1596/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.86it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1596/3000]: Train loss: 1.8479, Valid loss: 2.0422\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1597/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.06it/s, loss=3.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1597/3000]: Train loss: 2.2190, Valid loss: 3.0733\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1598/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.53it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1598/3000]: Train loss: 2.1111, Valid loss: 1.8460\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1599/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.91it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1599/3000]: Train loss: 2.2280, Valid loss: 2.2594\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1600/3000]: 100%|██████████| 9/9 [00:00<00:00, 271.29it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1600/3000]: Train loss: 1.9431, Valid loss: 2.2449\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1601/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.55it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1601/3000]: Train loss: 1.8377, Valid loss: 2.2565\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1602/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.02it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1602/3000]: Train loss: 1.7735, Valid loss: 2.6685\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1603/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.39it/s, loss=3.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1603/3000]: Train loss: 2.0681, Valid loss: 3.2747\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1604/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.16it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1604/3000]: Train loss: 2.3542, Valid loss: 1.9987\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1605/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.44it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1605/3000]: Train loss: 1.9426, Valid loss: 1.8571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1606/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.24it/s, loss=1.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1606/3000]: Train loss: 1.7550, Valid loss: 3.0279\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1607/3000]: 100%|██████████| 9/9 [00:00<00:00, 242.95it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1607/3000]: Train loss: 2.1166, Valid loss: 3.4733\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1608/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.77it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1608/3000]: Train loss: 2.0188, Valid loss: 2.2518\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1609/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.94it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1609/3000]: Train loss: 1.9977, Valid loss: 2.4962\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1610/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.32it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1610/3000]: Train loss: 1.8452, Valid loss: 1.9491\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1611/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.99it/s, loss=1.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1611/3000]: Train loss: 1.8008, Valid loss: 1.9528\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1612/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.57it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1612/3000]: Train loss: 1.7537, Valid loss: 1.9639\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1613/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.38it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1613/3000]: Train loss: 1.7786, Valid loss: 2.0944\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1614/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.84it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1614/3000]: Train loss: 1.9172, Valid loss: 2.1866\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1615/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.47it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1615/3000]: Train loss: 1.9239, Valid loss: 1.9157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1616/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.92it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1616/3000]: Train loss: 2.0847, Valid loss: 2.7464\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1617/3000]: 100%|██████████| 9/9 [00:00<00:00, 112.51it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1617/3000]: Train loss: 2.6765, Valid loss: 4.0244\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1618/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.15it/s, loss=3.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1618/3000]: Train loss: 2.6870, Valid loss: 3.8925\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1619/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.65it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1619/3000]: Train loss: 2.3807, Valid loss: 1.9975\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1620/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.57it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1620/3000]: Train loss: 1.9482, Valid loss: 3.9944\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1621/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.00it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1621/3000]: Train loss: 2.1214, Valid loss: 2.4724\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1622/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.40it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1622/3000]: Train loss: 2.0373, Valid loss: 1.6950\n",
      "Saving model with loss 1.695...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1623/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.72it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1623/3000]: Train loss: 1.9344, Valid loss: 2.1661\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1624/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.43it/s, loss=2.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1624/3000]: Train loss: 2.0394, Valid loss: 1.9955\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1625/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.28it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1625/3000]: Train loss: 2.0148, Valid loss: 1.8496\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1626/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.70it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1626/3000]: Train loss: 1.9506, Valid loss: 1.8486\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1627/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.89it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1627/3000]: Train loss: 1.8779, Valid loss: 3.9253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1628/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.50it/s, loss=3.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1628/3000]: Train loss: 2.7390, Valid loss: 2.9711\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1629/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.74it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1629/3000]: Train loss: 2.3948, Valid loss: 1.9331\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1630/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.36it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1630/3000]: Train loss: 2.5685, Valid loss: 2.8429\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1631/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.53it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1631/3000]: Train loss: 1.9524, Valid loss: 2.5282\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1632/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.67it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1632/3000]: Train loss: 1.9738, Valid loss: 2.1125\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1633/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.55it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1633/3000]: Train loss: 1.8032, Valid loss: 1.7560\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1634/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.39it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1634/3000]: Train loss: 1.7560, Valid loss: 1.9242\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1635/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.14it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1635/3000]: Train loss: 1.8053, Valid loss: 2.3047\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1636/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.84it/s, loss=1.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1636/3000]: Train loss: 1.7404, Valid loss: 2.1563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1637/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.53it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1637/3000]: Train loss: 1.7369, Valid loss: 1.9984\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1638/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.16it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1638/3000]: Train loss: 1.7902, Valid loss: 2.0687\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1639/3000]: 100%|██████████| 9/9 [00:00<00:00, 294.87it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1639/3000]: Train loss: 1.8254, Valid loss: 1.8722\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1640/3000]: 100%|██████████| 9/9 [00:00<00:00, 295.40it/s, loss=1.72]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1640/3000]: Train loss: 1.8245, Valid loss: 2.4380\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1641/3000]: 100%|██████████| 9/9 [00:00<00:00, 305.53it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1641/3000]: Train loss: 1.8096, Valid loss: 2.1204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1642/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.17it/s, loss=3.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1642/3000]: Train loss: 2.0326, Valid loss: 2.4569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1643/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.88it/s, loss=3.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1643/3000]: Train loss: 2.4599, Valid loss: 2.2462\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1644/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.60it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1644/3000]: Train loss: 2.6257, Valid loss: 3.1594\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1645/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.11it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1645/3000]: Train loss: 2.3010, Valid loss: 1.7492\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1646/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.58it/s, loss=3.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1646/3000]: Train loss: 1.9643, Valid loss: 2.0071\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1647/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.61it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1647/3000]: Train loss: 1.9754, Valid loss: 2.9881\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1648/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.26it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1648/3000]: Train loss: 2.1608, Valid loss: 2.6846\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1649/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.13it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1649/3000]: Train loss: 2.0776, Valid loss: 2.1250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1650/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.97it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1650/3000]: Train loss: 2.0218, Valid loss: 2.4045\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1651/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.85it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1651/3000]: Train loss: 1.8571, Valid loss: 2.7265\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1652/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.03it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1652/3000]: Train loss: 2.0393, Valid loss: 2.4074\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1653/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.75it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1653/3000]: Train loss: 2.1167, Valid loss: 2.4210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1654/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.08it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1654/3000]: Train loss: 2.0579, Valid loss: 1.9756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1655/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.58it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1655/3000]: Train loss: 1.9078, Valid loss: 1.9394\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1656/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.42it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1656/3000]: Train loss: 1.9087, Valid loss: 2.3425\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1657/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.74it/s, loss=2.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1657/3000]: Train loss: 2.4847, Valid loss: 1.7811\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1658/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.70it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1658/3000]: Train loss: 2.4755, Valid loss: 2.4320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1659/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.86it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1659/3000]: Train loss: 2.8878, Valid loss: 2.8794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1660/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.88it/s, loss=3.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1660/3000]: Train loss: 2.7517, Valid loss: 5.0079\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1661/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.72it/s, loss=5.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1661/3000]: Train loss: 3.4144, Valid loss: 2.3923\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1662/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.98it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1662/3000]: Train loss: 2.5576, Valid loss: 2.3928\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1663/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.82it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1663/3000]: Train loss: 1.8281, Valid loss: 2.0436\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1664/3000]: 100%|██████████| 9/9 [00:00<00:00, 125.25it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1664/3000]: Train loss: 1.7623, Valid loss: 1.9475\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1665/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.48it/s, loss=2.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1665/3000]: Train loss: 1.8019, Valid loss: 2.2792\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1666/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.29it/s, loss=3.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1666/3000]: Train loss: 2.1956, Valid loss: 2.2074\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1667/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.48it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1667/3000]: Train loss: 1.9905, Valid loss: 2.0483\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1668/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.69it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1668/3000]: Train loss: 2.2286, Valid loss: 1.9115\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1669/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.08it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1669/3000]: Train loss: 1.9491, Valid loss: 4.0630\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1670/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.84it/s, loss=4.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1670/3000]: Train loss: 3.3824, Valid loss: 5.6031\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1671/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.20it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1671/3000]: Train loss: 3.0754, Valid loss: 2.7693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1672/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.06it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1672/3000]: Train loss: 2.4841, Valid loss: 1.8313\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1673/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.16it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1673/3000]: Train loss: 2.0036, Valid loss: 3.2051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1674/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.54it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1674/3000]: Train loss: 2.0680, Valid loss: 2.7895\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1675/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.15it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1675/3000]: Train loss: 2.0510, Valid loss: 1.8645\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1676/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.55it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1676/3000]: Train loss: 2.0283, Valid loss: 1.9617\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1677/3000]: 100%|██████████| 9/9 [00:00<00:00, 243.69it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1677/3000]: Train loss: 1.7652, Valid loss: 2.4836\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1678/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.61it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1678/3000]: Train loss: 1.8285, Valid loss: 2.1437\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1679/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.87it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1679/3000]: Train loss: 1.9093, Valid loss: 2.4329\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1680/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.63it/s, loss=2.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1680/3000]: Train loss: 1.9809, Valid loss: 2.0922\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1681/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.73it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1681/3000]: Train loss: 2.1121, Valid loss: 2.9232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1682/3000]: 100%|██████████| 9/9 [00:00<00:00, 120.29it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1682/3000]: Train loss: 1.9972, Valid loss: 2.0141\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1683/3000]: 100%|██████████| 9/9 [00:00<00:00, 264.31it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1683/3000]: Train loss: 1.7528, Valid loss: 1.9909\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1684/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.59it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1684/3000]: Train loss: 1.7925, Valid loss: 2.5308\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1685/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.75it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1685/3000]: Train loss: 1.9995, Valid loss: 3.1732\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1686/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.44it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1686/3000]: Train loss: 2.7885, Valid loss: 3.6248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1687/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.65it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1687/3000]: Train loss: 2.2173, Valid loss: 2.0922\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1688/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.04it/s, loss=3.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1688/3000]: Train loss: 2.1960, Valid loss: 4.7698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1689/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.81it/s, loss=3.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1689/3000]: Train loss: 2.9032, Valid loss: 2.0191\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1690/3000]: 100%|██████████| 9/9 [00:00<00:00, 245.68it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1690/3000]: Train loss: 2.0495, Valid loss: 2.1510\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1691/3000]: 100%|██████████| 9/9 [00:00<00:00, 275.79it/s, loss=1.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1691/3000]: Train loss: 2.1455, Valid loss: 2.6558\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1692/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.77it/s, loss=1.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1692/3000]: Train loss: 1.8337, Valid loss: 1.8877\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1693/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.21it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1693/3000]: Train loss: 1.7388, Valid loss: 1.8520\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1694/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.60it/s, loss=1.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1694/3000]: Train loss: 1.8327, Valid loss: 3.0599\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1695/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.69it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1695/3000]: Train loss: 1.9600, Valid loss: 2.6956\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1696/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.58it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1696/3000]: Train loss: 1.9516, Valid loss: 2.1435\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1697/3000]: 100%|██████████| 9/9 [00:00<00:00, 261.06it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1697/3000]: Train loss: 1.8078, Valid loss: 1.9765\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1698/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.31it/s, loss=1.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1698/3000]: Train loss: 1.7156, Valid loss: 1.7575\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1699/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.16it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1699/3000]: Train loss: 1.7521, Valid loss: 2.0659\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1700/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.87it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1700/3000]: Train loss: 1.9001, Valid loss: 3.0570\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1701/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.00it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1701/3000]: Train loss: 2.8783, Valid loss: 4.4064\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1702/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.11it/s, loss=3.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1702/3000]: Train loss: 2.9781, Valid loss: 1.8791\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1703/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.94it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1703/3000]: Train loss: 2.4819, Valid loss: 1.9871\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1704/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.82it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1704/3000]: Train loss: 1.8419, Valid loss: 2.1329\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1705/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.71it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1705/3000]: Train loss: 1.7758, Valid loss: 2.3973\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1706/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.29it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1706/3000]: Train loss: 1.9513, Valid loss: 2.2241\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1707/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.74it/s, loss=1.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1707/3000]: Train loss: 1.9419, Valid loss: 2.9889\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1708/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.70it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1708/3000]: Train loss: 2.0650, Valid loss: 2.2554\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1709/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.29it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1709/3000]: Train loss: 2.1087, Valid loss: 2.9133\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1710/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.36it/s, loss=3.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1710/3000]: Train loss: 2.3642, Valid loss: 2.6798\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1711/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.13it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1711/3000]: Train loss: 2.1326, Valid loss: 1.9564\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1712/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.94it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1712/3000]: Train loss: 1.7129, Valid loss: 1.9201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1713/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.63it/s, loss=2.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1713/3000]: Train loss: 1.9001, Valid loss: 1.8535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1714/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.20it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1714/3000]: Train loss: 1.9164, Valid loss: 2.4651\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1715/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.72it/s, loss=4.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1715/3000]: Train loss: 2.3432, Valid loss: 2.3267\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1716/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.82it/s, loss=3.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1716/3000]: Train loss: 2.7441, Valid loss: 2.1939\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1717/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.65it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1717/3000]: Train loss: 2.9548, Valid loss: 4.0046\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1718/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.93it/s, loss=2.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1718/3000]: Train loss: 2.5656, Valid loss: 1.9429\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1719/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.10it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1719/3000]: Train loss: 1.8660, Valid loss: 2.6727\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1720/3000]: 100%|██████████| 9/9 [00:00<00:00, 256.92it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1720/3000]: Train loss: 1.8475, Valid loss: 1.8040\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1721/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.35it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1721/3000]: Train loss: 1.8284, Valid loss: 1.8899\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1722/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.25it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1722/3000]: Train loss: 1.8249, Valid loss: 2.2193\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1723/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.59it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1723/3000]: Train loss: 1.9514, Valid loss: 2.3698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1724/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.29it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1724/3000]: Train loss: 2.0489, Valid loss: 1.6326\n",
      "Saving model with loss 1.633...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1725/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.41it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1725/3000]: Train loss: 2.6249, Valid loss: 2.0015\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1726/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.58it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1726/3000]: Train loss: 1.8320, Valid loss: 2.1733\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1727/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.47it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1727/3000]: Train loss: 1.8341, Valid loss: 1.8922\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1728/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.38it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1728/3000]: Train loss: 1.8514, Valid loss: 2.4710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1729/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.96it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1729/3000]: Train loss: 2.3969, Valid loss: 2.8652\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1730/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.91it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1730/3000]: Train loss: 1.9845, Valid loss: 1.9280\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1731/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.44it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1731/3000]: Train loss: 2.4721, Valid loss: 2.7292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1732/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.37it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1732/3000]: Train loss: 2.8566, Valid loss: 2.1936\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1733/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.05it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1733/3000]: Train loss: 1.8537, Valid loss: 2.5638\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1734/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.29it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1734/3000]: Train loss: 1.8595, Valid loss: 1.9336\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1735/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.04it/s, loss=1.7] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1735/3000]: Train loss: 1.7952, Valid loss: 2.4042\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1736/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.81it/s, loss=1.66]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1736/3000]: Train loss: 1.7879, Valid loss: 2.2054\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1737/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.84it/s, loss=1.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1737/3000]: Train loss: 1.7117, Valid loss: 2.1937\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1738/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.92it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1738/3000]: Train loss: 1.7230, Valid loss: 2.3097\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1739/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.71it/s, loss=3.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1739/3000]: Train loss: 2.1191, Valid loss: 2.7125\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1740/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.34it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1740/3000]: Train loss: 2.0382, Valid loss: 2.8087\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1741/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.58it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1741/3000]: Train loss: 1.9079, Valid loss: 2.2535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1742/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.63it/s, loss=1.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1742/3000]: Train loss: 1.8661, Valid loss: 2.6698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1743/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.77it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1743/3000]: Train loss: 2.0158, Valid loss: 3.4527\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1744/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.51it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1744/3000]: Train loss: 2.0226, Valid loss: 2.0443\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1745/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.18it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1745/3000]: Train loss: 1.9828, Valid loss: 2.0488\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1746/3000]: 100%|██████████| 9/9 [00:00<00:00, 275.06it/s, loss=2.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1746/3000]: Train loss: 1.8698, Valid loss: 3.5332\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1747/3000]: 100%|██████████| 9/9 [00:00<00:00, 253.93it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1747/3000]: Train loss: 2.0991, Valid loss: 4.4118\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1748/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.98it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1748/3000]: Train loss: 2.3129, Valid loss: 2.1003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1749/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.34it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1749/3000]: Train loss: 2.0638, Valid loss: 4.7834\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1750/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.64it/s, loss=2.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1750/3000]: Train loss: 2.5383, Valid loss: 2.5790\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1751/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.14it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1751/3000]: Train loss: 1.9183, Valid loss: 2.7954\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1752/3000]: 100%|██████████| 9/9 [00:00<00:00, 273.76it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1752/3000]: Train loss: 2.0419, Valid loss: 2.0454\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1753/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.08it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1753/3000]: Train loss: 1.8249, Valid loss: 2.0652\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1754/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.80it/s, loss=3.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1754/3000]: Train loss: 2.0225, Valid loss: 2.4609\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1755/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.88it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1755/3000]: Train loss: 1.9926, Valid loss: 1.8998\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1756/3000]: 100%|██████████| 9/9 [00:00<00:00, 325.89it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1756/3000]: Train loss: 2.0884, Valid loss: 2.4934\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1757/3000]: 100%|██████████| 9/9 [00:00<00:00, 259.83it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1757/3000]: Train loss: 2.1927, Valid loss: 2.6126\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1758/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.39it/s, loss=2.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1758/3000]: Train loss: 2.2619, Valid loss: 2.5048\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1759/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.06it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1759/3000]: Train loss: 2.1919, Valid loss: 1.8386\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1760/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.79it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1760/3000]: Train loss: 1.9117, Valid loss: 3.1714\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1761/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.37it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1761/3000]: Train loss: 2.1837, Valid loss: 1.8983\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1762/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.90it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1762/3000]: Train loss: 1.9481, Valid loss: 2.3710\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1763/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.64it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1763/3000]: Train loss: 1.9102, Valid loss: 2.0160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1764/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.57it/s, loss=2.25]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1764/3000]: Train loss: 1.8045, Valid loss: 2.0296\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1765/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.33it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1765/3000]: Train loss: 1.7111, Valid loss: 2.6128\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1766/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.75it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1766/3000]: Train loss: 1.9945, Valid loss: 2.0954\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1767/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.99it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1767/3000]: Train loss: 1.8617, Valid loss: 2.2218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1768/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.62it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1768/3000]: Train loss: 1.8774, Valid loss: 2.3337\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1769/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.44it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1769/3000]: Train loss: 1.7448, Valid loss: 1.8676\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1770/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.09it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1770/3000]: Train loss: 2.0063, Valid loss: 2.4642\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1771/3000]: 100%|██████████| 9/9 [00:00<00:00, 242.43it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1771/3000]: Train loss: 1.9401, Valid loss: 2.7478\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1772/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.00it/s, loss=2.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1772/3000]: Train loss: 2.3160, Valid loss: 1.9650\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1773/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.47it/s, loss=3.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1773/3000]: Train loss: 2.2789, Valid loss: 2.0351\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1774/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.84it/s, loss=1.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1774/3000]: Train loss: 1.8297, Valid loss: 2.0117\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1775/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.15it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1775/3000]: Train loss: 1.7500, Valid loss: 1.7425\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1776/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.72it/s, loss=2.16]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1776/3000]: Train loss: 1.7561, Valid loss: 2.4326\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1777/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.98it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1777/3000]: Train loss: 1.7964, Valid loss: 1.9933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1778/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.66it/s, loss=1.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1778/3000]: Train loss: 1.7398, Valid loss: 2.4825\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1779/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.42it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1779/3000]: Train loss: 1.8154, Valid loss: 2.0150\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1780/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.12it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1780/3000]: Train loss: 1.8328, Valid loss: 1.9062\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1781/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.51it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1781/3000]: Train loss: 1.7910, Valid loss: 1.9380\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1782/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.80it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1782/3000]: Train loss: 1.7997, Valid loss: 2.0923\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1783/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.40it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1783/3000]: Train loss: 1.9455, Valid loss: 2.4453\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1784/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.39it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1784/3000]: Train loss: 1.8481, Valid loss: 2.2441\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1785/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.49it/s, loss=1.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1785/3000]: Train loss: 1.7861, Valid loss: 2.7503\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1786/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.17it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1786/3000]: Train loss: 2.1705, Valid loss: 2.0139\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1787/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.77it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1787/3000]: Train loss: 1.9070, Valid loss: 2.0907\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1788/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.24it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1788/3000]: Train loss: 1.8814, Valid loss: 2.2534\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1789/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.69it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1789/3000]: Train loss: 1.9969, Valid loss: 2.7128\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1790/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.82it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1790/3000]: Train loss: 2.0615, Valid loss: 1.7176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1791/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.86it/s, loss=1.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1791/3000]: Train loss: 1.7373, Valid loss: 1.8077\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1792/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.47it/s, loss=1.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1792/3000]: Train loss: 1.6904, Valid loss: 2.2046\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1793/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.01it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1793/3000]: Train loss: 1.8134, Valid loss: 1.8473\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1794/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.99it/s, loss=1.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1794/3000]: Train loss: 1.7012, Valid loss: 2.2965\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1795/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.05it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1795/3000]: Train loss: 1.8626, Valid loss: 1.8547\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1796/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.74it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1796/3000]: Train loss: 1.7248, Valid loss: 2.3295\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1797/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.89it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1797/3000]: Train loss: 1.8187, Valid loss: 2.0923\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1798/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.00it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1798/3000]: Train loss: 1.8200, Valid loss: 2.1394\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1799/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.56it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1799/3000]: Train loss: 1.7664, Valid loss: 1.8408\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1800/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.95it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1800/3000]: Train loss: 1.8134, Valid loss: 1.8587\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1801/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.03it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1801/3000]: Train loss: 1.8326, Valid loss: 2.5140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1802/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.89it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1802/3000]: Train loss: 1.8037, Valid loss: 2.2222\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1803/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.56it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1803/3000]: Train loss: 1.8136, Valid loss: 1.8535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1804/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.22it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1804/3000]: Train loss: 1.8591, Valid loss: 1.6051\n",
      "Saving model with loss 1.605...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1805/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.61it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1805/3000]: Train loss: 1.9742, Valid loss: 1.9230\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1806/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.39it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1806/3000]: Train loss: 1.8118, Valid loss: 1.9878\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1807/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.82it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1807/3000]: Train loss: 1.9798, Valid loss: 4.9003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1808/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.48it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1808/3000]: Train loss: 2.9757, Valid loss: 3.3099\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1809/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.33it/s, loss=4.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1809/3000]: Train loss: 3.2879, Valid loss: 2.3100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1810/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.04it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1810/3000]: Train loss: 2.0919, Valid loss: 2.4521\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1811/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.04it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1811/3000]: Train loss: 1.9210, Valid loss: 1.9261\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1812/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.45it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1812/3000]: Train loss: 1.8118, Valid loss: 2.8559\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1813/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.17it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1813/3000]: Train loss: 1.8319, Valid loss: 2.5541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1814/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.87it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1814/3000]: Train loss: 1.8152, Valid loss: 2.6694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1815/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.37it/s, loss=3.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1815/3000]: Train loss: 2.1954, Valid loss: 3.9090\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1816/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.81it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1816/3000]: Train loss: 2.2775, Valid loss: 2.1112\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1817/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.21it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1817/3000]: Train loss: 2.2118, Valid loss: 2.3067\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1818/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.26it/s, loss=4.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1818/3000]: Train loss: 2.1859, Valid loss: 2.3305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1819/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.83it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1819/3000]: Train loss: 1.8930, Valid loss: 1.9893\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1820/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.85it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1820/3000]: Train loss: 1.8243, Valid loss: 2.0906\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1821/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.10it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1821/3000]: Train loss: 1.7248, Valid loss: 2.0942\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1822/3000]: 100%|██████████| 9/9 [00:00<00:00, 124.57it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1822/3000]: Train loss: 1.8312, Valid loss: 2.2926\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1823/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.25it/s, loss=1.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1823/3000]: Train loss: 1.7166, Valid loss: 1.6817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1824/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.20it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1824/3000]: Train loss: 1.7059, Valid loss: 1.8321\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1825/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.48it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1825/3000]: Train loss: 1.7443, Valid loss: 2.5844\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1826/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.19it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1826/3000]: Train loss: 1.8605, Valid loss: 2.6211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1827/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.26it/s, loss=1.65]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1827/3000]: Train loss: 2.1458, Valid loss: 2.2120"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1828/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.84it/s, loss=1.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1828/3000]: Train loss: 2.0341, Valid loss: 2.2917\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1829/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.58it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1829/3000]: Train loss: 2.1032, Valid loss: 2.0288\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1830/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.16it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1830/3000]: Train loss: 1.7053, Valid loss: 1.8581\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1831/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.58it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1831/3000]: Train loss: 1.7335, Valid loss: 1.9658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1832/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.50it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1832/3000]: Train loss: 1.9679, Valid loss: 2.1091\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1833/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.13it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1833/3000]: Train loss: 1.9430, Valid loss: 2.3880\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1834/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.60it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1834/3000]: Train loss: 2.5846, Valid loss: 2.8413\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1835/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.39it/s, loss=1.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1835/3000]: Train loss: 2.2424, Valid loss: 2.0576\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1836/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.07it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1836/3000]: Train loss: 2.0553, Valid loss: 2.5489\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1837/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.85it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1837/3000]: Train loss: 2.4022, Valid loss: 2.7895\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1838/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.52it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1838/3000]: Train loss: 2.1006, Valid loss: 2.2785\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1839/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.94it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1839/3000]: Train loss: 1.7559, Valid loss: 2.5052\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1840/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.04it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1840/3000]: Train loss: 1.9247, Valid loss: 1.9998\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1841/3000]: 100%|██████████| 9/9 [00:00<00:00, 286.96it/s, loss=3.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1841/3000]: Train loss: 2.7064, Valid loss: 2.0486\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1842/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.49it/s, loss=3.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1842/3000]: Train loss: 2.1657, Valid loss: 5.0665\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1843/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.99it/s, loss=3.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1843/3000]: Train loss: 3.1874, Valid loss: 2.9696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1844/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.83it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1844/3000]: Train loss: 2.3353, Valid loss: 1.9866\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1845/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.60it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1845/3000]: Train loss: 1.8416, Valid loss: 2.0407\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1846/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.09it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1846/3000]: Train loss: 1.7837, Valid loss: 3.7505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1847/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.74it/s, loss=3.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1847/3000]: Train loss: 2.5544, Valid loss: 2.0730\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1848/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.96it/s, loss=1.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1848/3000]: Train loss: 2.4910, Valid loss: 2.2305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1849/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.48it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1849/3000]: Train loss: 2.3584, Valid loss: 2.9558\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1850/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.77it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1850/3000]: Train loss: 2.5927, Valid loss: 2.1993\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1851/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.75it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1851/3000]: Train loss: 1.7832, Valid loss: 1.9143\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1852/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.38it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1852/3000]: Train loss: 1.7655, Valid loss: 1.8447\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1853/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.03it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1853/3000]: Train loss: 1.7777, Valid loss: 2.2671\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1854/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.26it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1854/3000]: Train loss: 2.0334, Valid loss: 2.9964\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1855/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.27it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1855/3000]: Train loss: 2.0860, Valid loss: 2.0177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1856/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.50it/s, loss=1.72]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1856/3000]: Train loss: 1.9508, Valid loss: 2.0164"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1857/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.02it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1857/3000]: Train loss: 1.7718, Valid loss: 1.8892\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1858/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.91it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1858/3000]: Train loss: 1.6951, Valid loss: 2.0140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1859/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.75it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1859/3000]: Train loss: 1.8314, Valid loss: 2.0297\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1860/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.81it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1860/3000]: Train loss: 1.8455, Valid loss: 2.1880\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1861/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.71it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1861/3000]: Train loss: 1.8297, Valid loss: 2.0831\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1862/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.18it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1862/3000]: Train loss: 1.7154, Valid loss: 2.0479\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1863/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.96it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1863/3000]: Train loss: 1.7758, Valid loss: 2.4955\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1864/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.35it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1864/3000]: Train loss: 1.7728, Valid loss: 2.4711\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1865/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.25it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1865/3000]: Train loss: 1.7429, Valid loss: 2.0951\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1866/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.83it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1866/3000]: Train loss: 1.9348, Valid loss: 4.6499\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1867/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.84it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1867/3000]: Train loss: 2.5243, Valid loss: 2.0419\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1868/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.53it/s, loss=1.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1868/3000]: Train loss: 1.7367, Valid loss: 2.0498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1869/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.40it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1869/3000]: Train loss: 1.7741, Valid loss: 2.2307\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1870/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.22it/s, loss=2.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1870/3000]: Train loss: 1.8989, Valid loss: 3.1069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1871/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.59it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1871/3000]: Train loss: 1.8431, Valid loss: 1.9392\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1872/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.15it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1872/3000]: Train loss: 1.6724, Valid loss: 2.5988\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1873/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.65it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1873/3000]: Train loss: 2.1065, Valid loss: 2.4531\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1874/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.12it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1874/3000]: Train loss: 1.9033, Valid loss: 1.7690\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1875/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.41it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1875/3000]: Train loss: 1.8830, Valid loss: 3.4657\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1876/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.75it/s, loss=2.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1876/3000]: Train loss: 2.4384, Valid loss: 1.8177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1877/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.55it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1877/3000]: Train loss: 2.4584, Valid loss: 2.0851\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1878/3000]: 100%|██████████| 9/9 [00:00<00:00, 276.35it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1878/3000]: Train loss: 1.8088, Valid loss: 2.0872\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1879/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.40it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1879/3000]: Train loss: 1.7127, Valid loss: 2.3061\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1880/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.93it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1880/3000]: Train loss: 1.7297, Valid loss: 1.6401\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1881/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.04it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1881/3000]: Train loss: 1.7878, Valid loss: 2.6799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1882/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.93it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1882/3000]: Train loss: 2.1321, Valid loss: 2.9456\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1883/3000]: 100%|██████████| 9/9 [00:00<00:00, 117.59it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1883/3000]: Train loss: 2.0049, Valid loss: 1.9702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1884/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.59it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1884/3000]: Train loss: 2.0648, Valid loss: 2.3940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1885/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.62it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1885/3000]: Train loss: 1.8329, Valid loss: 3.4662\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1886/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.83it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1886/3000]: Train loss: 2.2067, Valid loss: 2.0971\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1887/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.44it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1887/3000]: Train loss: 1.8088, Valid loss: 2.7841\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1888/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.10it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1888/3000]: Train loss: 2.1032, Valid loss: 2.7693\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1889/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.94it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1889/3000]: Train loss: 2.7221, Valid loss: 3.8883\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1890/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.96it/s, loss=4.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1890/3000]: Train loss: 3.1352, Valid loss: 1.7901\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1891/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.23it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1891/3000]: Train loss: 2.0455, Valid loss: 2.1347\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1892/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.20it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1892/3000]: Train loss: 1.9103, Valid loss: 2.6963\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1893/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.61it/s, loss=3.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1893/3000]: Train loss: 2.6248, Valid loss: 1.9834\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1894/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.82it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1894/3000]: Train loss: 2.2091, Valid loss: 4.4020\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1895/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.84it/s, loss=2.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1895/3000]: Train loss: 2.7394, Valid loss: 2.2137\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1896/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.57it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1896/3000]: Train loss: 1.9396, Valid loss: 2.2279\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1897/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.92it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1897/3000]: Train loss: 1.7497, Valid loss: 2.1795\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1898/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.56it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1898/3000]: Train loss: 1.8210, Valid loss: 2.3232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1899/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.99it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1899/3000]: Train loss: 1.7553, Valid loss: 2.3696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1900/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.98it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1900/3000]: Train loss: 1.7610, Valid loss: 2.0544\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1901/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.85it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1901/3000]: Train loss: 1.7168, Valid loss: 1.9214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1902/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.43it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1902/3000]: Train loss: 1.6982, Valid loss: 2.1910\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1903/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.77it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1903/3000]: Train loss: 1.7829, Valid loss: 2.1815\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1904/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.45it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1904/3000]: Train loss: 2.0404, Valid loss: 1.8797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1905/3000]: 100%|██████████| 9/9 [00:00<00:00, 267.93it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1905/3000]: Train loss: 1.7107, Valid loss: 2.7212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1906/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.04it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1906/3000]: Train loss: 1.9310, Valid loss: 2.1709\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1907/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.28it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1907/3000]: Train loss: 1.7167, Valid loss: 1.8903\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1908/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.56it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1908/3000]: Train loss: 2.0867, Valid loss: 2.6384\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1909/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.81it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1909/3000]: Train loss: 2.1720, Valid loss: 1.9147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1910/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.04it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1910/3000]: Train loss: 2.1018, Valid loss: 2.6577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1911/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.85it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1911/3000]: Train loss: 2.3843, Valid loss: 2.9801\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1912/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.77it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1912/3000]: Train loss: 2.3240, Valid loss: 2.4474\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1913/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.81it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1913/3000]: Train loss: 1.9512, Valid loss: 2.3577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1914/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.18it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1914/3000]: Train loss: 1.8456, Valid loss: 2.1416\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1915/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.69it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1915/3000]: Train loss: 1.7180, Valid loss: 2.5036\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1916/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.59it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1916/3000]: Train loss: 1.9120, Valid loss: 1.7961\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1917/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.25it/s, loss=1.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1917/3000]: Train loss: 2.5534, Valid loss: 3.4372\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1918/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.49it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1918/3000]: Train loss: 2.3258, Valid loss: 2.2134\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1919/3000]: 100%|██████████| 9/9 [00:00<00:00, 111.84it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1919/3000]: Train loss: 1.8749, Valid loss: 2.8563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1920/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.35it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1920/3000]: Train loss: 2.0932, Valid loss: 2.3919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1921/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.43it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1921/3000]: Train loss: 1.8938, Valid loss: 1.9748\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1922/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.96it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1922/3000]: Train loss: 1.6707, Valid loss: 2.2093\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1923/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.20it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1923/3000]: Train loss: 1.7055, Valid loss: 2.4203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1924/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.83it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1924/3000]: Train loss: 1.7802, Valid loss: 2.0066\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1925/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.04it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1925/3000]: Train loss: 1.7895, Valid loss: 1.9012\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1926/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.07it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1926/3000]: Train loss: 1.7690, Valid loss: 2.1263\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1927/3000]: 100%|██████████| 9/9 [00:00<00:00, 105.47it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1927/3000]: Train loss: 1.8703, Valid loss: 1.9406\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1928/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.47it/s, loss=2.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1928/3000]: Train loss: 1.9512, Valid loss: 3.0127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1929/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.65it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1929/3000]: Train loss: 1.8283, Valid loss: 1.9838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1930/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.24it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1930/3000]: Train loss: 1.8085, Valid loss: 2.1169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1931/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.49it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1931/3000]: Train loss: 1.9158, Valid loss: 3.1664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1932/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.37it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1932/3000]: Train loss: 2.1232, Valid loss: 1.7602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1933/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.71it/s, loss=3.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1933/3000]: Train loss: 2.3865, Valid loss: 3.2844\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1934/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.71it/s, loss=1.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1934/3000]: Train loss: 2.2443, Valid loss: 2.5347\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1935/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.38it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1935/3000]: Train loss: 1.8865, Valid loss: 1.9083\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1936/3000]: 100%|██████████| 9/9 [00:00<00:00, 264.83it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1936/3000]: Train loss: 1.7902, Valid loss: 2.7688\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1937/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.37it/s, loss=2.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1937/3000]: Train loss: 2.1460, Valid loss: 2.1036\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1938/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.15it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1938/3000]: Train loss: 1.9497, Valid loss: 2.2501\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1939/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.20it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1939/3000]: Train loss: 1.8942, Valid loss: 1.9080\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1940/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.35it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1940/3000]: Train loss: 1.7200, Valid loss: 1.7868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1941/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.11it/s, loss=1.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1941/3000]: Train loss: 1.7077, Valid loss: 2.1886\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1942/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.15it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1942/3000]: Train loss: 1.9570, Valid loss: 2.3963\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1943/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.25it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1943/3000]: Train loss: 1.8553, Valid loss: 2.0990\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1944/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.42it/s, loss=1.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1944/3000]: Train loss: 1.7388, Valid loss: 2.1442\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1945/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.44it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1945/3000]: Train loss: 1.6705, Valid loss: 2.0694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1946/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.09it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1946/3000]: Train loss: 1.7604, Valid loss: 1.9884\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1947/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.66it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1947/3000]: Train loss: 1.9691, Valid loss: 2.3702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1948/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.39it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1948/3000]: Train loss: 2.0084, Valid loss: 2.0577\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1949/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.47it/s, loss=1.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1949/3000]: Train loss: 1.6329, Valid loss: 1.8135\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1950/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.43it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1950/3000]: Train loss: 1.7152, Valid loss: 1.9007\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1951/3000]: 100%|██████████| 9/9 [00:00<00:00, 277.94it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1951/3000]: Train loss: 1.7160, Valid loss: 1.8813\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1952/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.68it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1952/3000]: Train loss: 1.8115, Valid loss: 1.9360\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1953/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.86it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1953/3000]: Train loss: 1.7122, Valid loss: 2.3002\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1954/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.51it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1954/3000]: Train loss: 1.9367, Valid loss: 2.2398\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1955/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.03it/s, loss=1.28]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1955/3000]: Train loss: 2.2347, Valid loss: 2.4258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [1956/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.82it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1956/3000]: Train loss: 2.3581, Valid loss: 1.9024\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1957/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.67it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1957/3000]: Train loss: 1.8008, Valid loss: 2.2475\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1958/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.47it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1958/3000]: Train loss: 1.6875, Valid loss: 2.1075\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1959/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.66it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1959/3000]: Train loss: 1.8376, Valid loss: 2.0060\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1960/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.28it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1960/3000]: Train loss: 2.1344, Valid loss: 1.8542\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1961/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.56it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1961/3000]: Train loss: 1.9966, Valid loss: 2.1538\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1962/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.95it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1962/3000]: Train loss: 1.8844, Valid loss: 1.9121\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1963/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.57it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1963/3000]: Train loss: 1.6919, Valid loss: 1.9126\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1964/3000]: 100%|██████████| 9/9 [00:00<00:00, 235.73it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1964/3000]: Train loss: 1.7639, Valid loss: 1.8683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1965/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.00it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1965/3000]: Train loss: 1.7669, Valid loss: 3.3066\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1966/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.92it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1966/3000]: Train loss: 2.2636, Valid loss: 2.3105\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1967/3000]: 100%|██████████| 9/9 [00:00<00:00, 287.52it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1967/3000]: Train loss: 1.9382, Valid loss: 2.0314\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1968/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.27it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1968/3000]: Train loss: 1.7791, Valid loss: 2.7147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1969/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.65it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1969/3000]: Train loss: 2.1548, Valid loss: 2.3544\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1970/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.49it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1970/3000]: Train loss: 1.8845, Valid loss: 2.1800\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1971/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.10it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1971/3000]: Train loss: 1.7539, Valid loss: 2.1839\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1972/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.34it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1972/3000]: Train loss: 1.8256, Valid loss: 1.8523\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1973/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.07it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1973/3000]: Train loss: 1.6518, Valid loss: 2.0051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1974/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.67it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1974/3000]: Train loss: 1.7860, Valid loss: 3.8400\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1975/3000]: 100%|██████████| 9/9 [00:00<00:00, 118.55it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1975/3000]: Train loss: 2.3426, Valid loss: 3.4905\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1976/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.24it/s, loss=3.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1976/3000]: Train loss: 2.7164, Valid loss: 2.1052\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1977/3000]: 100%|██████████| 9/9 [00:00<00:00, 238.15it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1977/3000]: Train loss: 2.1055, Valid loss: 3.0171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1978/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.84it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1978/3000]: Train loss: 2.4195, Valid loss: 3.4333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1979/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.64it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1979/3000]: Train loss: 2.0658, Valid loss: 1.7643\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1980/3000]: 100%|██████████| 9/9 [00:00<00:00, 266.94it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1980/3000]: Train loss: 1.7938, Valid loss: 1.7945\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1981/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.35it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1981/3000]: Train loss: 1.7132, Valid loss: 1.6868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1982/3000]: 100%|██████████| 9/9 [00:00<00:00, 243.43it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1982/3000]: Train loss: 1.7857, Valid loss: 2.2969\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1983/3000]: 100%|██████████| 9/9 [00:00<00:00, 268.29it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1983/3000]: Train loss: 1.7723, Valid loss: 2.3538\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1984/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.64it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1984/3000]: Train loss: 1.9896, Valid loss: 2.5753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1985/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.29it/s, loss=7.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1985/3000]: Train loss: 3.5779, Valid loss: 6.0472\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1986/3000]: 100%|██████████| 9/9 [00:00<00:00, 236.77it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1986/3000]: Train loss: 3.1053, Valid loss: 3.4118\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1987/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.80it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1987/3000]: Train loss: 2.7646, Valid loss: 2.2940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1988/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.48it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1988/3000]: Train loss: 2.4594, Valid loss: 2.1930\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1989/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.86it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1989/3000]: Train loss: 2.1617, Valid loss: 2.2989\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1990/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.47it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1990/3000]: Train loss: 2.2142, Valid loss: 2.3464\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1991/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.66it/s, loss=3.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1991/3000]: Train loss: 2.3493, Valid loss: 2.3184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1992/3000]: 100%|██████████| 9/9 [00:00<00:00, 244.15it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1992/3000]: Train loss: 2.5349, Valid loss: 4.8198\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1993/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.48it/s, loss=3.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1993/3000]: Train loss: 2.6806, Valid loss: 2.4235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1994/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.25it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1994/3000]: Train loss: 3.0366, Valid loss: 3.7023\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1995/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.47it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1995/3000]: Train loss: 2.1228, Valid loss: 1.9903\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1996/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.74it/s, loss=2.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1996/3000]: Train loss: 2.1728, Valid loss: 2.1164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1997/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.83it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1997/3000]: Train loss: 1.9543, Valid loss: 2.5919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1998/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.10it/s, loss=3.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1998/3000]: Train loss: 2.3156, Valid loss: 2.3569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [1999/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.44it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1999/3000]: Train loss: 2.2979, Valid loss: 2.3837\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2000/3000]: 100%|██████████| 9/9 [00:00<00:00, 252.34it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2000/3000]: Train loss: 2.6831, Valid loss: 2.4606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2001/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.29it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2001/3000]: Train loss: 2.1449, Valid loss: 2.8141\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2002/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.61it/s, loss=2.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2002/3000]: Train loss: 1.9128, Valid loss: 2.6535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2003/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.79it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2003/3000]: Train loss: 2.0390, Valid loss: 2.5948\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2004/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.79it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2004/3000]: Train loss: 1.9192, Valid loss: 2.2038\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2005/3000]: 100%|██████████| 9/9 [00:00<00:00, 305.09it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2005/3000]: Train loss: 1.7847, Valid loss: 1.8329\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2006/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.84it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2006/3000]: Train loss: 1.8417, Valid loss: 2.1529\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2007/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.83it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2007/3000]: Train loss: 1.7499, Valid loss: 2.1959\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2008/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.67it/s, loss=1.51]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2008/3000]: Train loss: 1.6703, Valid loss: 1.7015\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2009/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.92it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2009/3000]: Train loss: 1.7011, Valid loss: 2.2657\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2010/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.37it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2010/3000]: Train loss: 1.8658, Valid loss: 2.8165\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2011/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.28it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2011/3000]: Train loss: 1.9488, Valid loss: 2.9949\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2012/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.20it/s, loss=2.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2012/3000]: Train loss: 2.4190, Valid loss: 1.9771\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2013/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.26it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2013/3000]: Train loss: 2.1306, Valid loss: 3.7654\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2014/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.84it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2014/3000]: Train loss: 2.1034, Valid loss: 2.4802\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2015/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.85it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2015/3000]: Train loss: 2.2865, Valid loss: 1.7937\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2016/3000]: 100%|██████████| 9/9 [00:00<00:00, 250.45it/s, loss=1.69]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2016/3000]: Train loss: 1.8844, Valid loss: 1.9381\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2017/3000]: 100%|██████████| 9/9 [00:00<00:00, 275.04it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2017/3000]: Train loss: 1.8115, Valid loss: 2.1367\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2018/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.24it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2018/3000]: Train loss: 1.7954, Valid loss: 2.1567\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2019/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.75it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2019/3000]: Train loss: 1.8147, Valid loss: 2.0961\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2020/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.90it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2020/3000]: Train loss: 1.6858, Valid loss: 1.9656\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2021/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.59it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2021/3000]: Train loss: 1.9226, Valid loss: 1.9384\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2022/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.78it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2022/3000]: Train loss: 2.0249, Valid loss: 2.7150\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2023/3000]: 100%|██████████| 9/9 [00:00<00:00, 109.86it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2023/3000]: Train loss: 2.3764, Valid loss: 2.1085\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2024/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.45it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2024/3000]: Train loss: 1.9255, Valid loss: 3.1371\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2025/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.77it/s, loss=2.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2025/3000]: Train loss: 2.3613, Valid loss: 2.3241\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2026/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.50it/s, loss=1.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2026/3000]: Train loss: 1.8923, Valid loss: 2.6796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2027/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.75it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2027/3000]: Train loss: 2.1621, Valid loss: 3.1305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2028/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.03it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2028/3000]: Train loss: 1.7761, Valid loss: 2.0211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2029/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.05it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2029/3000]: Train loss: 1.7054, Valid loss: 2.3197\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2030/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.23it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2030/3000]: Train loss: 1.7798, Valid loss: 2.1868\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2031/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.59it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2031/3000]: Train loss: 1.7157, Valid loss: 2.0637\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2032/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.52it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2032/3000]: Train loss: 1.8842, Valid loss: 3.1972\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2033/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.15it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2033/3000]: Train loss: 2.3325, Valid loss: 2.1337\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2034/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.99it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2034/3000]: Train loss: 1.8663, Valid loss: 2.4217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2035/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.24it/s, loss=3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2035/3000]: Train loss: 2.2006, Valid loss: 2.2622\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2036/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.53it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2036/3000]: Train loss: 1.7622, Valid loss: 2.4192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2037/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.63it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2037/3000]: Train loss: 1.7968, Valid loss: 2.1736\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2038/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.59it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2038/3000]: Train loss: 1.7196, Valid loss: 2.1404\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2039/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.54it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2039/3000]: Train loss: 1.7201, Valid loss: 2.0220\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2040/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.62it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2040/3000]: Train loss: 1.9024, Valid loss: 2.5155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2041/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.93it/s, loss=2.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2041/3000]: Train loss: 1.9952, Valid loss: 3.0032\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2042/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.89it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2042/3000]: Train loss: 2.8274, Valid loss: 3.1689\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2043/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.58it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2043/3000]: Train loss: 2.1472, Valid loss: 1.9912\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2044/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.66it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2044/3000]: Train loss: 1.7645, Valid loss: 2.2502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2045/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.04it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2045/3000]: Train loss: 1.8571, Valid loss: 3.0723\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2046/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.06it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2046/3000]: Train loss: 1.9346, Valid loss: 1.6816\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2047/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.14it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2047/3000]: Train loss: 1.7859, Valid loss: 1.9396\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2048/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.33it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2048/3000]: Train loss: 1.9779, Valid loss: 1.9188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2049/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.67it/s, loss=3.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2049/3000]: Train loss: 2.6040, Valid loss: 2.0174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2050/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.22it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2050/3000]: Train loss: 2.1809, Valid loss: 2.9629\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2051/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.99it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2051/3000]: Train loss: 2.3073, Valid loss: 1.9569\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2052/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.14it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2052/3000]: Train loss: 2.2417, Valid loss: 3.2248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2053/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.22it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2053/3000]: Train loss: 1.9945, Valid loss: 1.7807\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2054/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.26it/s, loss=2.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2054/3000]: Train loss: 1.9276, Valid loss: 2.2537\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2055/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.54it/s, loss=1.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2055/3000]: Train loss: 1.8225, Valid loss: 2.9449\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2056/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.10it/s, loss=2.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2056/3000]: Train loss: 2.1169, Valid loss: 1.8650\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2057/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.25it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2057/3000]: Train loss: 1.7626, Valid loss: 2.3984\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2058/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.43it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2058/3000]: Train loss: 2.0944, Valid loss: 2.1347\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2059/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.65it/s, loss=1.86]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2059/3000]: Train loss: 1.7930, Valid loss: 2.1208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2060/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.88it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2060/3000]: Train loss: 2.1189, Valid loss: 2.3256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2061/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.51it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2061/3000]: Train loss: 1.7511, Valid loss: 1.9479\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2062/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.40it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2062/3000]: Train loss: 1.8991, Valid loss: 2.5202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2063/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.60it/s, loss=2.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2063/3000]: Train loss: 2.0878, Valid loss: 2.6515\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2064/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.11it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2064/3000]: Train loss: 2.0659, Valid loss: 1.5445\n",
      "Saving model with loss 1.545...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2065/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.94it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2065/3000]: Train loss: 2.1716, Valid loss: 2.2598\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2066/3000]: 100%|██████████| 9/9 [00:00<00:00, 128.11it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2066/3000]: Train loss: 1.9538, Valid loss: 1.6320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2067/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.92it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2067/3000]: Train loss: 1.9091, Valid loss: 2.2415\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2068/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.50it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2068/3000]: Train loss: 1.9053, Valid loss: 2.0304\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2069/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.06it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2069/3000]: Train loss: 2.1188, Valid loss: 2.2560\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2070/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.58it/s, loss=3.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2070/3000]: Train loss: 2.0132, Valid loss: 2.9362\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2071/3000]: 100%|██████████| 9/9 [00:00<00:00, 120.44it/s, loss=2.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2071/3000]: Train loss: 2.3551, Valid loss: 2.1302\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2072/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.39it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2072/3000]: Train loss: 1.7053, Valid loss: 1.8929\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2073/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.50it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2073/3000]: Train loss: 1.6905, Valid loss: 1.6707\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2074/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.45it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2074/3000]: Train loss: 1.7373, Valid loss: 2.8454\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2075/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.29it/s, loss=5.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2075/3000]: Train loss: 2.8010, Valid loss: 3.6885\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2076/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.78it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2076/3000]: Train loss: 2.1949, Valid loss: 2.0414\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2077/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.08it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2077/3000]: Train loss: 1.8866, Valid loss: 1.7913\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2078/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.73it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2078/3000]: Train loss: 1.6961, Valid loss: 1.7405\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2079/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.44it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2079/3000]: Train loss: 1.6515, Valid loss: 2.5740\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2080/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.75it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2080/3000]: Train loss: 2.2715, Valid loss: 2.2139\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2081/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.46it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2081/3000]: Train loss: 2.2726, Valid loss: 3.7075\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2082/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.66it/s, loss=2.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2082/3000]: Train loss: 2.5661, Valid loss: 2.2048\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2083/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.18it/s, loss=2.03]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2083/3000]: Train loss: 2.0547, Valid loss: 2.3593\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2084/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.67it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2084/3000]: Train loss: 1.8492, Valid loss: 2.5193\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2085/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.34it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2085/3000]: Train loss: 2.3249, Valid loss: 2.0826\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2086/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.12it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2086/3000]: Train loss: 2.0455, Valid loss: 3.0048\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2087/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.92it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2087/3000]: Train loss: 2.1741, Valid loss: 2.1436\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2088/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.96it/s, loss=1.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2088/3000]: Train loss: 1.7426, Valid loss: 2.1146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2089/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.99it/s, loss=2.18]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2089/3000]: Train loss: 1.8095, Valid loss: 1.6142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2090/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.26it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2090/3000]: Train loss: 1.6891, Valid loss: 2.8432\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2091/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.08it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2091/3000]: Train loss: 2.0947, Valid loss: 1.8355\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2092/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.84it/s, loss=1.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2092/3000]: Train loss: 1.6363, Valid loss: 2.2201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2093/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.18it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2093/3000]: Train loss: 1.6957, Valid loss: 2.1963\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2094/3000]: 100%|██████████| 9/9 [00:00<00:00, 238.41it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2094/3000]: Train loss: 1.7180, Valid loss: 2.4339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2095/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.57it/s, loss=1.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2095/3000]: Train loss: 1.7396, Valid loss: 2.0011\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2096/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.53it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2096/3000]: Train loss: 1.7157, Valid loss: 1.8624\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2097/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.39it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2097/3000]: Train loss: 1.8122, Valid loss: 2.4970\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2098/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.61it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2098/3000]: Train loss: 2.1551, Valid loss: 2.2894\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2099/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.54it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2099/3000]: Train loss: 1.8452, Valid loss: 2.7317\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2100/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.15it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2100/3000]: Train loss: 2.1246, Valid loss: 2.2816\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2101/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.07it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2101/3000]: Train loss: 1.9154, Valid loss: 2.6468\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2102/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.52it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2102/3000]: Train loss: 1.9473, Valid loss: 1.6563\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2103/3000]: 100%|██████████| 9/9 [00:00<00:00, 133.91it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2103/3000]: Train loss: 1.6856, Valid loss: 2.1878\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2104/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.55it/s, loss=1.59]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2104/3000]: Train loss: 1.7703, Valid loss: 1.6668\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2105/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.41it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2105/3000]: Train loss: 1.7811, Valid loss: 1.6699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2106/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.11it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2106/3000]: Train loss: 1.6827, Valid loss: 1.8047\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2107/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.74it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2107/3000]: Train loss: 1.8033, Valid loss: 2.7145\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2108/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.45it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2108/3000]: Train loss: 1.8162, Valid loss: 1.9045\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2109/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.95it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2109/3000]: Train loss: 1.9215, Valid loss: 2.8240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2110/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.95it/s, loss=2.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2110/3000]: Train loss: 1.8860, Valid loss: 2.4019\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2111/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.24it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2111/3000]: Train loss: 1.8107, Valid loss: 1.6304\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2112/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.20it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2112/3000]: Train loss: 1.7770, Valid loss: 1.6690\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2113/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.05it/s, loss=2.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2113/3000]: Train loss: 1.8447, Valid loss: 2.5798\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2114/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.48it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2114/3000]: Train loss: 2.0067, Valid loss: 1.9292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2115/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.85it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2115/3000]: Train loss: 1.6984, Valid loss: 1.8934\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2116/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.56it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2116/3000]: Train loss: 1.8066, Valid loss: 1.9072\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2117/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.84it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2117/3000]: Train loss: 1.7761, Valid loss: 1.6812\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2118/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.11it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2118/3000]: Train loss: 1.8649, Valid loss: 3.5303\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2119/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.57it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2119/3000]: Train loss: 2.1547, Valid loss: 2.1556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2120/3000]: 100%|██████████| 9/9 [00:00<00:00, 196.08it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2120/3000]: Train loss: 1.9862, Valid loss: 1.8655\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2121/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.42it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2121/3000]: Train loss: 1.8021, Valid loss: 1.8432\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2122/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.15it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2122/3000]: Train loss: 1.7953, Valid loss: 1.9742\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2123/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.16it/s, loss=1.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2123/3000]: Train loss: 1.6330, Valid loss: 1.9712\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2124/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.81it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2124/3000]: Train loss: 1.7189, Valid loss: 2.4142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2125/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.13it/s, loss=2.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2125/3000]: Train loss: 2.0501, Valid loss: 2.0127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2126/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.01it/s, loss=1.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2126/3000]: Train loss: 1.6224, Valid loss: 2.3047\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2127/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.00it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2127/3000]: Train loss: 1.7610, Valid loss: 2.3374\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2128/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.61it/s, loss=3.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2128/3000]: Train loss: 2.4767, Valid loss: 1.8602\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2129/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.06it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2129/3000]: Train loss: 2.1714, Valid loss: 2.2969\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2130/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.49it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2130/3000]: Train loss: 1.6883, Valid loss: 1.9741\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2131/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.32it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2131/3000]: Train loss: 1.6608, Valid loss: 1.9853\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2132/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.14it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2132/3000]: Train loss: 1.6457, Valid loss: 2.1625\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2133/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.80it/s, loss=1.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2133/3000]: Train loss: 1.6537, Valid loss: 2.0650\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2134/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.06it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2134/3000]: Train loss: 1.7479, Valid loss: 1.8744\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2135/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.31it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2135/3000]: Train loss: 1.9744, Valid loss: 2.3780\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2136/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.92it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2136/3000]: Train loss: 2.1370, Valid loss: 1.7188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2137/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.01it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2137/3000]: Train loss: 1.8850, Valid loss: 3.1623\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2138/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.19it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2138/3000]: Train loss: 2.0355, Valid loss: 2.0702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2139/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.27it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2139/3000]: Train loss: 1.7043, Valid loss: 1.9401\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2140/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.47it/s, loss=1.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2140/3000]: Train loss: 1.7054, Valid loss: 2.6953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2141/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.95it/s, loss=3.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2141/3000]: Train loss: 2.5121, Valid loss: 1.9392\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2142/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.91it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2142/3000]: Train loss: 2.0078, Valid loss: 2.1274\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2143/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.79it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2143/3000]: Train loss: 1.8050, Valid loss: 2.7927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2144/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.76it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2144/3000]: Train loss: 1.9087, Valid loss: 1.9699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2145/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.30it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2145/3000]: Train loss: 2.0260, Valid loss: 2.4252\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2146/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.81it/s, loss=1.96]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2146/3000]: Train loss: 1.8938, Valid loss: 2.2767\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2147/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.81it/s, loss=1.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2147/3000]: Train loss: 1.6152, Valid loss: 1.7606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2148/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.10it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2148/3000]: Train loss: 1.6351, Valid loss: 1.8169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2149/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.22it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2149/3000]: Train loss: 1.7964, Valid loss: 2.3454\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2150/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.78it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2150/3000]: Train loss: 1.9433, Valid loss: 2.3859\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2151/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.71it/s, loss=1.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2151/3000]: Train loss: 1.6393, Valid loss: 2.0399\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2152/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.87it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2152/3000]: Train loss: 1.7066, Valid loss: 2.0194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2153/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.96it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2153/3000]: Train loss: 1.6973, Valid loss: 1.9090\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2154/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.27it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2154/3000]: Train loss: 1.7376, Valid loss: 1.8680\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2155/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.77it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2155/3000]: Train loss: 1.7850, Valid loss: 2.3933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2156/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.75it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2156/3000]: Train loss: 1.8601, Valid loss: 2.2160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2157/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.09it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2157/3000]: Train loss: 2.0866, Valid loss: 2.0235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2158/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.54it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2158/3000]: Train loss: 1.7943, Valid loss: 2.4117\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2159/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.99it/s, loss=1.58]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2159/3000]: Train loss: 1.9049, Valid loss: 2.2001\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2160/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.12it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2160/3000]: Train loss: 1.8641, Valid loss: 3.0120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2161/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.84it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2161/3000]: Train loss: 2.0753, Valid loss: 1.8903\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2162/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.47it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2162/3000]: Train loss: 2.1312, Valid loss: 2.1756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2163/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.03it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2163/3000]: Train loss: 2.0615, Valid loss: 2.4093\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2164/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.55it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2164/3000]: Train loss: 1.7991, Valid loss: 2.1042\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2165/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.65it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2165/3000]: Train loss: 1.8553, Valid loss: 2.0463\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2166/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.85it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2166/3000]: Train loss: 1.7204, Valid loss: 2.4161\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2167/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.78it/s, loss=2.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2167/3000]: Train loss: 1.9362, Valid loss: 2.1368\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2168/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.76it/s, loss=4.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2168/3000]: Train loss: 2.8666, Valid loss: 5.1940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2169/3000]: 100%|██████████| 9/9 [00:00<00:00, 140.18it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2169/3000]: Train loss: 3.7147, Valid loss: 2.6378\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2170/3000]: 100%|██████████| 9/9 [00:00<00:00, 241.47it/s, loss=2.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2170/3000]: Train loss: 2.7615, Valid loss: 2.0320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2171/3000]: 100%|██████████| 9/9 [00:00<00:00, 263.79it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2171/3000]: Train loss: 2.4481, Valid loss: 2.2971\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2172/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.06it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2172/3000]: Train loss: 1.7434, Valid loss: 2.0457\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2173/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.02it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2173/3000]: Train loss: 1.6947, Valid loss: 1.8406\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2174/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.94it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2174/3000]: Train loss: 1.7130, Valid loss: 1.8239\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2175/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.72it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2175/3000]: Train loss: 1.7080, Valid loss: 1.7568\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2176/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.95it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2176/3000]: Train loss: 1.7649, Valid loss: 1.8871\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2177/3000]: 100%|██████████| 9/9 [00:00<00:00, 265.80it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2177/3000]: Train loss: 1.6285, Valid loss: 2.0405\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2178/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.57it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2178/3000]: Train loss: 1.6731, Valid loss: 1.8003\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2179/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.71it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2179/3000]: Train loss: 1.6660, Valid loss: 1.9428\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2180/3000]: 100%|██████████| 9/9 [00:00<00:00, 242.35it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2180/3000]: Train loss: 1.6562, Valid loss: 1.5886\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2181/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.94it/s, loss=2.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2181/3000]: Train loss: 1.7986, Valid loss: 2.3351\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2182/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.24it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2182/3000]: Train loss: 1.8824, Valid loss: 2.3204\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2183/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.15it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2183/3000]: Train loss: 1.7137, Valid loss: 1.9922\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2184/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.22it/s, loss=1.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2184/3000]: Train loss: 1.6290, Valid loss: 1.7623\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2185/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.84it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2185/3000]: Train loss: 1.6690, Valid loss: 2.2840\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2186/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.62it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2186/3000]: Train loss: 1.7154, Valid loss: 2.1653\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2187/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.90it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2187/3000]: Train loss: 1.8878, Valid loss: 1.9357\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2188/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.92it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2188/3000]: Train loss: 1.6389, Valid loss: 2.3232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2189/3000]: 100%|██████████| 9/9 [00:00<00:00, 153.96it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2189/3000]: Train loss: 1.7659, Valid loss: 2.0338\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2190/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.34it/s, loss=3.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2190/3000]: Train loss: 2.0956, Valid loss: 3.9756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2191/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.18it/s, loss=3.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2191/3000]: Train loss: 2.8209, Valid loss: 1.8052\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2192/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.85it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2192/3000]: Train loss: 1.9546, Valid loss: 2.2332\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2193/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.84it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2193/3000]: Train loss: 2.0875, Valid loss: 2.7772\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2194/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.49it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2194/3000]: Train loss: 2.4332, Valid loss: 2.4400\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2195/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.08it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2195/3000]: Train loss: 1.7590, Valid loss: 1.7270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2196/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.42it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2196/3000]: Train loss: 1.6546, Valid loss: 2.0399\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2197/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.91it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2197/3000]: Train loss: 1.7765, Valid loss: 1.9605\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2198/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.43it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2198/3000]: Train loss: 1.6993, Valid loss: 1.8166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2199/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.79it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2199/3000]: Train loss: 1.6347, Valid loss: 2.1208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2200/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.24it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2200/3000]: Train loss: 1.9420, Valid loss: 1.7545\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2201/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.20it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2201/3000]: Train loss: 1.6648, Valid loss: 2.0155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2202/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.32it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2202/3000]: Train loss: 1.6950, Valid loss: 2.4245\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2203/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.81it/s, loss=2.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2203/3000]: Train loss: 1.7454, Valid loss: 2.2561\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2204/3000]: 100%|██████████| 9/9 [00:00<00:00, 261.25it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2204/3000]: Train loss: 1.8946, Valid loss: 2.4829\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2205/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.91it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2205/3000]: Train loss: 1.9940, Valid loss: 2.0802\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2206/3000]: 100%|██████████| 9/9 [00:00<00:00, 258.01it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2206/3000]: Train loss: 1.6196, Valid loss: 1.9373\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2207/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.35it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2207/3000]: Train loss: 1.8514, Valid loss: 2.0121\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2208/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.27it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2208/3000]: Train loss: 2.0528, Valid loss: 3.7778\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2209/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.35it/s, loss=2.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2209/3000]: Train loss: 2.0882, Valid loss: 2.0848\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2210/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.83it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2210/3000]: Train loss: 1.8484, Valid loss: 2.1887\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2211/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.40it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2211/3000]: Train loss: 1.8028, Valid loss: 2.1037\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2212/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.63it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2212/3000]: Train loss: 1.8812, Valid loss: 3.1740\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2213/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.68it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2213/3000]: Train loss: 2.0426, Valid loss: 1.8900\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2214/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.24it/s, loss=1.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2214/3000]: Train loss: 1.5960, Valid loss: 1.6711\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2215/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.99it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2215/3000]: Train loss: 1.7840, Valid loss: 2.0526\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2216/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.85it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2216/3000]: Train loss: 1.7744, Valid loss: 2.0170\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2217/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.88it/s, loss=1.89]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2217/3000]: Train loss: 1.8991, Valid loss: 1.9276\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2218/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.24it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2218/3000]: Train loss: 2.0289, Valid loss: 2.4212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2219/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.22it/s, loss=2.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2219/3000]: Train loss: 2.0272, Valid loss: 2.7640\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2220/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.40it/s, loss=3.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2220/3000]: Train loss: 2.0555, Valid loss: 2.3069\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2221/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.48it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2221/3000]: Train loss: 2.0258, Valid loss: 2.5181\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2222/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.22it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2222/3000]: Train loss: 2.0033, Valid loss: 1.9527\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2223/3000]: 100%|██████████| 9/9 [00:00<00:00, 223.00it/s, loss=1.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2223/3000]: Train loss: 1.6252, Valid loss: 1.7759\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2224/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.56it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2224/3000]: Train loss: 1.6762, Valid loss: 1.8282\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2225/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.83it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2225/3000]: Train loss: 1.9088, Valid loss: 1.7305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2226/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.16it/s, loss=1.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2226/3000]: Train loss: 1.9775, Valid loss: 2.3438\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2227/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.04it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2227/3000]: Train loss: 1.8427, Valid loss: 1.9795\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2228/3000]: 100%|██████████| 9/9 [00:00<00:00, 260.19it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2228/3000]: Train loss: 1.6978, Valid loss: 2.1404\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2229/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.66it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2229/3000]: Train loss: 1.7058, Valid loss: 2.1298\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2230/3000]: 100%|██████████| 9/9 [00:00<00:00, 162.14it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2230/3000]: Train loss: 1.7236, Valid loss: 2.0609\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2231/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.30it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2231/3000]: Train loss: 1.7882, Valid loss: 2.1469\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2232/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.69it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2232/3000]: Train loss: 1.7705, Valid loss: 1.5218\n",
      "Saving model with loss 1.522...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2233/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.42it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2233/3000]: Train loss: 1.8109, Valid loss: 2.4272\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2234/3000]: 100%|██████████| 9/9 [00:00<00:00, 248.50it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2234/3000]: Train loss: 1.6543, Valid loss: 1.7212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2235/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.04it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2235/3000]: Train loss: 1.7008, Valid loss: 2.1330\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2236/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.97it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2236/3000]: Train loss: 1.7871, Valid loss: 4.1082\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2237/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.21it/s, loss=3.04]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2237/3000]: Train loss: 2.4071, Valid loss: 1.8504\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2238/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.27it/s, loss=1.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2238/3000]: Train loss: 1.8108, Valid loss: 1.8203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2239/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.75it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2239/3000]: Train loss: 1.6453, Valid loss: 2.0828\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2240/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.14it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2240/3000]: Train loss: 1.6630, Valid loss: 1.6522\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2241/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.65it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2241/3000]: Train loss: 1.8107, Valid loss: 1.9133\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2242/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.71it/s, loss=1.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2242/3000]: Train loss: 1.7624, Valid loss: 2.2882\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2243/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.21it/s, loss=2.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2243/3000]: Train loss: 2.1507, Valid loss: 2.3651\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2244/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.70it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2244/3000]: Train loss: 1.7088, Valid loss: 2.1112\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2245/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.34it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2245/3000]: Train loss: 1.6775, Valid loss: 1.8894\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2246/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.00it/s, loss=1.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2246/3000]: Train loss: 1.6155, Valid loss: 2.0901\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2247/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.15it/s, loss=1.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2247/3000]: Train loss: 1.6381, Valid loss: 1.9876\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2248/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.69it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2248/3000]: Train loss: 1.7089, Valid loss: 2.3255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2249/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.50it/s, loss=2.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2249/3000]: Train loss: 2.0565, Valid loss: 1.9711\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2250/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.52it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2250/3000]: Train loss: 1.8984, Valid loss: 1.8954\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2251/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.19it/s, loss=1.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2251/3000]: Train loss: 1.6369, Valid loss: 1.7464\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2252/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.86it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2252/3000]: Train loss: 1.6665, Valid loss: 2.0257\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2253/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.21it/s, loss=2.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2253/3000]: Train loss: 1.8623, Valid loss: 1.5262\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2254/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.30it/s, loss=2.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2254/3000]: Train loss: 2.0307, Valid loss: 2.5750\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2255/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.56it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2255/3000]: Train loss: 1.7473, Valid loss: 2.2595\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2256/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.91it/s, loss=1.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2256/3000]: Train loss: 1.6583, Valid loss: 2.3607\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2257/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.56it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2257/3000]: Train loss: 2.3144, Valid loss: 3.9342\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2258/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.50it/s, loss=2.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2258/3000]: Train loss: 2.5576, Valid loss: 1.7664\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2259/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.03it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2259/3000]: Train loss: 2.0791, Valid loss: 2.5970\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2260/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.20it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2260/3000]: Train loss: 1.8775, Valid loss: 1.8713\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2261/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.76it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2261/3000]: Train loss: 1.6547, Valid loss: 1.9753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2262/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.29it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2262/3000]: Train loss: 1.8457, Valid loss: 1.9865\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2263/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.03it/s, loss=1.78]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2263/3000]: Train loss: 1.7208, Valid loss: 2.0462"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2264/3000]: 100%|██████████| 9/9 [00:00<00:00, 108.25it/s, loss=1.93]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2264/3000]: Train loss: 1.7768, Valid loss: 1.8738\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2265/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.71it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2265/3000]: Train loss: 1.8222, Valid loss: 1.8382\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2266/3000]: 100%|██████████| 9/9 [00:00<00:00, 220.02it/s, loss=1.93]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2266/3000]: Train loss: 1.6589, Valid loss: 1.8914\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2267/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.05it/s, loss=2.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2267/3000]: Train loss: 1.6338, Valid loss: 2.0404\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2268/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.81it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2268/3000]: Train loss: 1.7588, Valid loss: 1.6462\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2269/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.10it/s, loss=1.84]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2269/3000]: Train loss: 1.6611, Valid loss: 1.7797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2270/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.99it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2270/3000]: Train loss: 1.6557, Valid loss: 2.1110\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2271/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.03it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2271/3000]: Train loss: 1.7230, Valid loss: 1.9321\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2272/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.16it/s, loss=1.66]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2272/3000]: Train loss: 1.6328, Valid loss: 1.6803\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2273/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.73it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2273/3000]: Train loss: 1.7209, Valid loss: 2.2037\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2274/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.06it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2274/3000]: Train loss: 1.7683, Valid loss: 1.9948\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2275/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.20it/s, loss=1.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2275/3000]: Train loss: 1.5941, Valid loss: 2.1333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2276/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.80it/s, loss=2.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2276/3000]: Train loss: 1.7706, Valid loss: 2.2271\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2277/3000]: 100%|██████████| 9/9 [00:00<00:00, 205.70it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2277/3000]: Train loss: 2.0655, Valid loss: 2.6123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2278/3000]: 100%|██████████| 9/9 [00:00<00:00, 113.67it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2278/3000]: Train loss: 2.0097, Valid loss: 1.8352\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2279/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.35it/s, loss=2.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2279/3000]: Train loss: 1.9806, Valid loss: 2.3841\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2280/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.45it/s, loss=3.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2280/3000]: Train loss: 1.9621, Valid loss: 3.1245\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2281/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.39it/s, loss=2.27]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2281/3000]: Train loss: 1.9849, Valid loss: 1.7981\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2282/3000]: 100%|██████████| 9/9 [00:00<00:00, 141.63it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2282/3000]: Train loss: 1.8807, Valid loss: 1.7815\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2283/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.73it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2283/3000]: Train loss: 1.6763, Valid loss: 1.8070\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2284/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.96it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2284/3000]: Train loss: 1.6197, Valid loss: 1.9715\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2285/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.34it/s, loss=1.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2285/3000]: Train loss: 1.6660, Valid loss: 1.8718\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2286/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.26it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2286/3000]: Train loss: 1.6474, Valid loss: 2.6760\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2287/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.90it/s, loss=2.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2287/3000]: Train loss: 1.8490, Valid loss: 1.8057\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2288/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.38it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2288/3000]: Train loss: 1.7471, Valid loss: 2.5294\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2289/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.07it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2289/3000]: Train loss: 1.8480, Valid loss: 2.0937\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2290/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.93it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2290/3000]: Train loss: 1.7406, Valid loss: 2.2935\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2291/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.12it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2291/3000]: Train loss: 1.8855, Valid loss: 2.0955\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2292/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.13it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2292/3000]: Train loss: 1.8110, Valid loss: 3.2431\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2293/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.90it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2293/3000]: Train loss: 2.4035, Valid loss: 1.7510\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2294/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.62it/s, loss=1.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2294/3000]: Train loss: 1.6570, Valid loss: 2.6976\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2295/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.97it/s, loss=1.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2295/3000]: Train loss: 2.0019, Valid loss: 3.0872\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2296/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.27it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2296/3000]: Train loss: 2.2473, Valid loss: 2.4683\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2297/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.47it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2297/3000]: Train loss: 1.9056, Valid loss: 2.8028\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2298/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.11it/s, loss=3.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2298/3000]: Train loss: 2.2174, Valid loss: 2.0767\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2299/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.26it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2299/3000]: Train loss: 2.2569, Valid loss: 3.2123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2300/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.78it/s, loss=1.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2300/3000]: Train loss: 1.8807, Valid loss: 2.2339\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2301/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.12it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2301/3000]: Train loss: 1.7878, Valid loss: 2.1362\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2302/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.96it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2302/3000]: Train loss: 1.6720, Valid loss: 1.9114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2303/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.69it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2303/3000]: Train loss: 1.6745, Valid loss: 1.7541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2304/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.82it/s, loss=2.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2304/3000]: Train loss: 1.8153, Valid loss: 1.8997\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2305/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.46it/s, loss=2.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2305/3000]: Train loss: 1.8263, Valid loss: 2.0986\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2306/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.04it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2306/3000]: Train loss: 1.8506, Valid loss: 2.0338\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2307/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.49it/s, loss=2.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2307/3000]: Train loss: 2.1507, Valid loss: 2.2898\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2308/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.76it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2308/3000]: Train loss: 2.1746, Valid loss: 2.2249\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2309/3000]: 100%|██████████| 9/9 [00:00<00:00, 216.23it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2309/3000]: Train loss: 2.0287, Valid loss: 2.1726\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2310/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.09it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2310/3000]: Train loss: 1.6775, Valid loss: 1.7619\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2311/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.19it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2311/3000]: Train loss: 1.5866, Valid loss: 1.7270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2312/3000]: 100%|██████████| 9/9 [00:00<00:00, 112.83it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2312/3000]: Train loss: 1.6527, Valid loss: 2.0298\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2313/3000]: 100%|██████████| 9/9 [00:00<00:00, 138.34it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2313/3000]: Train loss: 1.7066, Valid loss: 1.9940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2314/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.34it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2314/3000]: Train loss: 1.7465, Valid loss: 1.7046\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2315/3000]: 100%|██████████| 9/9 [00:00<00:00, 179.42it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2315/3000]: Train loss: 1.7033, Valid loss: 1.7140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2316/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.65it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2316/3000]: Train loss: 1.8460, Valid loss: 2.5369\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2317/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.05it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2317/3000]: Train loss: 1.7385, Valid loss: 2.1506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2318/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.81it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2318/3000]: Train loss: 1.7027, Valid loss: 2.1205\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2319/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.10it/s, loss=1.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2319/3000]: Train loss: 1.5718, Valid loss: 1.7213\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2320/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.51it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2320/3000]: Train loss: 1.6397, Valid loss: 2.5698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2321/3000]: 100%|██████████| 9/9 [00:00<00:00, 123.34it/s, loss=1.9]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2321/3000]: Train loss: 1.6386, Valid loss: 1.9618\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2322/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.63it/s, loss=1.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2322/3000]: Train loss: 1.6911, Valid loss: 2.1571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2323/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.65it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2323/3000]: Train loss: 1.6878, Valid loss: 2.2198\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2324/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.31it/s, loss=2.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2324/3000]: Train loss: 1.7082, Valid loss: 1.9146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2325/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.58it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2325/3000]: Train loss: 1.8857, Valid loss: 2.1363\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2326/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.28it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2326/3000]: Train loss: 1.6283, Valid loss: 2.0056\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2327/3000]: 100%|██████████| 9/9 [00:00<00:00, 239.37it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2327/3000]: Train loss: 1.8477, Valid loss: 2.4730\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2328/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.23it/s, loss=1.16]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2328/3000]: Train loss: 1.6417, Valid loss: 1.6040\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2329/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.22it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2329/3000]: Train loss: 1.5925, Valid loss: 1.9248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2330/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.01it/s, loss=3.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2330/3000]: Train loss: 1.9779, Valid loss: 2.6537\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2331/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.13it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2331/3000]: Train loss: 2.3148, Valid loss: 2.1437\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2332/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.27it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2332/3000]: Train loss: 2.0531, Valid loss: 3.5859\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2333/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.23it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2333/3000]: Train loss: 2.1001, Valid loss: 1.7274\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2334/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.22it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2334/3000]: Train loss: 1.6734, Valid loss: 2.3713\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2335/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.58it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2335/3000]: Train loss: 1.6420, Valid loss: 2.1082\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2336/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.39it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2336/3000]: Train loss: 1.6819, Valid loss: 2.0930\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2337/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.33it/s, loss=1.36]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2337/3000]: Train loss: 1.6708, Valid loss: 2.2289\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2338/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.36it/s, loss=2.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2338/3000]: Train loss: 1.9251, Valid loss: 3.1292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2339/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.24it/s, loss=2.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2339/3000]: Train loss: 2.5861, Valid loss: 1.7147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2340/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.65it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2340/3000]: Train loss: 1.6155, Valid loss: 1.9338\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2341/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.38it/s, loss=1.25]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2341/3000]: Train loss: 1.7320, Valid loss: 1.7742"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2342/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.54it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2342/3000]: Train loss: 1.6344, Valid loss: 2.1096\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2343/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.70it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2343/3000]: Train loss: 1.6267, Valid loss: 1.9358\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2344/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.21it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2344/3000]: Train loss: 1.6726, Valid loss: 2.2814\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2345/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.43it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2345/3000]: Train loss: 1.7116, Valid loss: 1.7214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2346/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.38it/s, loss=1.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2346/3000]: Train loss: 1.6051, Valid loss: 2.2087\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2347/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.14it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2347/3000]: Train loss: 1.6143, Valid loss: 1.7692\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2348/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.72it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2348/3000]: Train loss: 1.6858, Valid loss: 1.7927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2349/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.36it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2349/3000]: Train loss: 1.7721, Valid loss: 2.4515\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2350/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.20it/s, loss=1.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2350/3000]: Train loss: 1.8224, Valid loss: 1.8452\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2351/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.87it/s, loss=1.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2351/3000]: Train loss: 1.6268, Valid loss: 2.1064\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2352/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.47it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2352/3000]: Train loss: 1.8221, Valid loss: 1.7967\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2353/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.60it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2353/3000]: Train loss: 1.6082, Valid loss: 1.8496\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2354/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.80it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2354/3000]: Train loss: 1.7191, Valid loss: 1.9794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2355/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.36it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2355/3000]: Train loss: 1.7024, Valid loss: 1.7027\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2356/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.61it/s, loss=2.01]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2356/3000]: Train loss: 1.7630, Valid loss: 2.4529\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2357/3000]: 100%|██████████| 9/9 [00:00<00:00, 145.49it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2357/3000]: Train loss: 1.7086, Valid loss: 2.0589\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2358/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.71it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2358/3000]: Train loss: 1.6110, Valid loss: 1.8482\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2359/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.35it/s, loss=1.57]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2359/3000]: Train loss: 1.6871, Valid loss: 2.1049\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2360/3000]: 100%|██████████| 9/9 [00:00<00:00, 110.18it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2360/3000]: Train loss: 1.7946, Valid loss: 1.9647\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2361/3000]: 100%|██████████| 9/9 [00:00<00:00, 208.48it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2361/3000]: Train loss: 1.6502, Valid loss: 1.6591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2362/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.46it/s, loss=1.8]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2362/3000]: Train loss: 1.8013, Valid loss: 4.0291\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2363/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.68it/s, loss=3.06]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2363/3000]: Train loss: 2.7513, Valid loss: 2.0382\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2364/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.30it/s, loss=1.61]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2364/3000]: Train loss: 2.1907, Valid loss: 3.6227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2365/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.99it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2365/3000]: Train loss: 2.1039, Valid loss: 2.1246\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2366/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.92it/s, loss=1.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2366/3000]: Train loss: 1.6657, Valid loss: 2.3955\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2367/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.02it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2367/3000]: Train loss: 1.6620, Valid loss: 2.1939\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2368/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.44it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2368/3000]: Train loss: 1.7140, Valid loss: 2.0561\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2369/3000]: 100%|██████████| 9/9 [00:00<00:00, 280.10it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2369/3000]: Train loss: 1.7253, Valid loss: 2.0286\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2370/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.09it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2370/3000]: Train loss: 1.5983, Valid loss: 1.9492\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2371/3000]: 100%|██████████| 9/9 [00:00<00:00, 262.56it/s, loss=1.84]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2371/3000]: Train loss: 1.6919, Valid loss: 2.4849\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2372/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.55it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2372/3000]: Train loss: 3.0437, Valid loss: 4.9255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2373/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.46it/s, loss=3.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2373/3000]: Train loss: 3.1979, Valid loss: 3.2523\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2374/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.71it/s, loss=1.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2374/3000]: Train loss: 2.1260, Valid loss: 2.0172\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2375/3000]: 100%|██████████| 9/9 [00:00<00:00, 177.33it/s, loss=1.69]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2375/3000]: Train loss: 1.9192, Valid loss: 2.7702\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2376/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.13it/s, loss=1.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2376/3000]: Train loss: 1.6412, Valid loss: 2.1132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2377/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.83it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2377/3000]: Train loss: 1.6160, Valid loss: 1.6795\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2378/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.95it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2378/3000]: Train loss: 1.7700, Valid loss: 1.9927\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2379/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.30it/s, loss=1.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2379/3000]: Train loss: 2.2692, Valid loss: 2.8847\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2380/3000]: 100%|██████████| 9/9 [00:00<00:00, 178.76it/s, loss=1.78]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2380/3000]: Train loss: 2.0233, Valid loss: 2.2072\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2381/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.52it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2381/3000]: Train loss: 1.8604, Valid loss: 2.3572\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2382/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.79it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2382/3000]: Train loss: 2.1830, Valid loss: 2.0937\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2383/3000]: 100%|██████████| 9/9 [00:00<00:00, 271.29it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2383/3000]: Train loss: 1.8271, Valid loss: 2.0430\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2384/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.82it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2384/3000]: Train loss: 2.1718, Valid loss: 2.7906\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2385/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.33it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2385/3000]: Train loss: 1.9068, Valid loss: 1.7284\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2386/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.13it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2386/3000]: Train loss: 1.7023, Valid loss: 1.7411\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2387/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.77it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2387/3000]: Train loss: 1.8577, Valid loss: 4.1559\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2388/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.64it/s, loss=3.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2388/3000]: Train loss: 2.8273, Valid loss: 1.6743\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2389/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.10it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2389/3000]: Train loss: 1.9183, Valid loss: 1.8301\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2390/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.29it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2390/3000]: Train loss: 1.7304, Valid loss: 2.0591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2391/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.83it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2391/3000]: Train loss: 1.7421, Valid loss: 1.7783\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2392/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.56it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2392/3000]: Train loss: 2.2300, Valid loss: 2.9839\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2393/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.69it/s, loss=2.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2393/3000]: Train loss: 2.0212, Valid loss: 1.6542\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2394/3000]: 100%|██████████| 9/9 [00:00<00:00, 224.43it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2394/3000]: Train loss: 1.9117, Valid loss: 2.5936\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2395/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.60it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2395/3000]: Train loss: 1.8358, Valid loss: 1.7292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2396/3000]: 100%|██████████| 9/9 [00:00<00:00, 243.06it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2396/3000]: Train loss: 1.7046, Valid loss: 2.4053\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2397/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.01it/s, loss=2.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2397/3000]: Train loss: 1.7601, Valid loss: 1.7591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2398/3000]: 100%|██████████| 9/9 [00:00<00:00, 218.76it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2398/3000]: Train loss: 1.7368, Valid loss: 2.5534\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2399/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.94it/s, loss=2.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2399/3000]: Train loss: 2.4837, Valid loss: 4.2516\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2400/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.03it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2400/3000]: Train loss: 2.3260, Valid loss: 1.6774\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2401/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.12it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2401/3000]: Train loss: 1.7269, Valid loss: 2.7112\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2402/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.76it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2402/3000]: Train loss: 1.7344, Valid loss: 2.3452\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2403/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.50it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2403/3000]: Train loss: 1.6490, Valid loss: 1.9101\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2404/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.47it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2404/3000]: Train loss: 1.5992, Valid loss: 2.2210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2405/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.54it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2405/3000]: Train loss: 1.7096, Valid loss: 2.2411\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2406/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.80it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2406/3000]: Train loss: 1.7656, Valid loss: 1.9643\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2407/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.62it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2407/3000]: Train loss: 1.6171, Valid loss: 1.7753\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2408/3000]: 100%|██████████| 9/9 [00:00<00:00, 114.13it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2408/3000]: Train loss: 1.7511, Valid loss: 1.9163\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2409/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.33it/s, loss=1.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2409/3000]: Train loss: 1.6689, Valid loss: 1.5534\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2410/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.49it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2410/3000]: Train loss: 1.6522, Valid loss: 2.2402\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2411/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.61it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2411/3000]: Train loss: 1.6937, Valid loss: 2.6478\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2412/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.19it/s, loss=4.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2412/3000]: Train loss: 2.7060, Valid loss: 4.0743\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2413/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.62it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2413/3000]: Train loss: 2.8211, Valid loss: 2.5316\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2414/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.27it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2414/3000]: Train loss: 1.9330, Valid loss: 2.3087\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2415/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.48it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2415/3000]: Train loss: 1.7499, Valid loss: 1.9901\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2416/3000]: 100%|██████████| 9/9 [00:00<00:00, 200.02it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2416/3000]: Train loss: 2.1915, Valid loss: 2.6093\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2417/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.86it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2417/3000]: Train loss: 1.8697, Valid loss: 1.9733\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2418/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.44it/s, loss=1.87]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2418/3000]: Train loss: 1.6776, Valid loss: 1.8595\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2419/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.20it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2419/3000]: Train loss: 1.7213, Valid loss: 2.2238\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2420/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.99it/s, loss=1.34]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2420/3000]: Train loss: 1.7585, Valid loss: 1.8369\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2421/3000]: 100%|██████████| 9/9 [00:00<00:00, 215.66it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2421/3000]: Train loss: 1.5964, Valid loss: 1.9418\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2422/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.13it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2422/3000]: Train loss: 1.8307, Valid loss: 1.9053\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2423/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.02it/s, loss=1.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2423/3000]: Train loss: 1.7564, Valid loss: 2.2502\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2424/3000]: 100%|██████████| 9/9 [00:00<00:00, 272.37it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2424/3000]: Train loss: 1.6135, Valid loss: 1.7591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2425/3000]: 100%|██████████| 9/9 [00:00<00:00, 203.08it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2425/3000]: Train loss: 1.6726, Valid loss: 1.9936\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2426/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.88it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2426/3000]: Train loss: 1.5885, Valid loss: 2.0661\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2427/3000]: 100%|██████████| 9/9 [00:00<00:00, 159.67it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2427/3000]: Train loss: 1.5880, Valid loss: 1.8365\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2428/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.10it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2428/3000]: Train loss: 1.5987, Valid loss: 1.8426\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2429/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.89it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2429/3000]: Train loss: 1.6351, Valid loss: 1.9508\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2430/3000]: 100%|██████████| 9/9 [00:00<00:00, 195.04it/s, loss=1.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2430/3000]: Train loss: 1.5898, Valid loss: 2.1965\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2431/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.00it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2431/3000]: Train loss: 1.7035, Valid loss: 2.0966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2432/3000]: 100%|██████████| 9/9 [00:00<00:00, 135.65it/s, loss=2.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2432/3000]: Train loss: 1.7749, Valid loss: 1.8590\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2433/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.37it/s, loss=2.3]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2433/3000]: Train loss: 1.7663, Valid loss: 2.1014\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2434/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.60it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2434/3000]: Train loss: 1.7957, Valid loss: 2.6370\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2435/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.87it/s, loss=5.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2435/3000]: Train loss: 2.8213, Valid loss: 2.5180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2436/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.91it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2436/3000]: Train loss: 2.1446, Valid loss: 2.1919\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2437/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.78it/s, loss=2.59]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2437/3000]: Train loss: 2.0743, Valid loss: 2.8111\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2438/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.64it/s, loss=1.14]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2438/3000]: Train loss: 1.8550, Valid loss: 2.0126\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2439/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.04it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2439/3000]: Train loss: 1.7795, Valid loss: 1.8174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2440/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.23it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2440/3000]: Train loss: 1.7757, Valid loss: 1.7556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2441/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.65it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2441/3000]: Train loss: 1.7709, Valid loss: 1.9779\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2442/3000]: 100%|██████████| 9/9 [00:00<00:00, 151.45it/s, loss=1.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2442/3000]: Train loss: 1.6201, Valid loss: 1.9739\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2443/3000]: 100%|██████████| 9/9 [00:00<00:00, 263.66it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2443/3000]: Train loss: 1.7483, Valid loss: 1.8353\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2444/3000]: 100%|██████████| 9/9 [00:00<00:00, 226.57it/s, loss=1.72]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2444/3000]: Train loss: 1.7798, Valid loss: 1.9749\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2445/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.80it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2445/3000]: Train loss: 1.6011, Valid loss: 2.0116\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2446/3000]: 100%|██████████| 9/9 [00:00<00:00, 255.55it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2446/3000]: Train loss: 1.5909, Valid loss: 1.9997\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2447/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.19it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2447/3000]: Train loss: 1.6939, Valid loss: 1.6622\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2448/3000]: 100%|██████████| 9/9 [00:00<00:00, 152.77it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2448/3000]: Train loss: 1.6941, Valid loss: 1.7654\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2449/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.51it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2449/3000]: Train loss: 1.6694, Valid loss: 1.7359\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2450/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.02it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2450/3000]: Train loss: 1.8322, Valid loss: 1.7263\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2451/3000]: 100%|██████████| 9/9 [00:00<00:00, 252.04it/s, loss=1.77]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2451/3000]: Train loss: 1.7037, Valid loss: 1.8267\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2452/3000]: 100%|██████████| 9/9 [00:00<00:00, 186.47it/s, loss=1.3]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2452/3000]: Train loss: 1.6666, Valid loss: 2.0695\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2453/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.03it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2453/3000]: Train loss: 1.6859, Valid loss: 2.3500\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2454/3000]: 100%|██████████| 9/9 [00:00<00:00, 150.99it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2454/3000]: Train loss: 1.9798, Valid loss: 2.9661\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2455/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.42it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2455/3000]: Train loss: 1.9157, Valid loss: 2.5268\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2456/3000]: 100%|██████████| 9/9 [00:00<00:00, 108.88it/s, loss=2.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2456/3000]: Train loss: 1.9965, Valid loss: 3.0432\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2457/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.45it/s, loss=1.66]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2457/3000]: Train loss: 1.7314, Valid loss: 2.0294\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2458/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.51it/s, loss=1.94]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2458/3000]: Train loss: 1.8037, Valid loss: 2.6933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2459/3000]: 100%|██████████| 9/9 [00:00<00:00, 142.50it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2459/3000]: Train loss: 2.0208, Valid loss: 1.6184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2460/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.78it/s, loss=1.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2460/3000]: Train loss: 1.6299, Valid loss: 1.7309\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2461/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.41it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2461/3000]: Train loss: 1.6934, Valid loss: 2.7365\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2462/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.29it/s, loss=2.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2462/3000]: Train loss: 2.2179, Valid loss: 6.4144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2463/3000]: 100%|██████████| 9/9 [00:00<00:00, 129.09it/s, loss=3.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2463/3000]: Train loss: 3.0040, Valid loss: 1.8128\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2464/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.30it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2464/3000]: Train loss: 1.7658, Valid loss: 2.2590\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2465/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.86it/s, loss=2.02]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2465/3000]: Train loss: 1.7908, Valid loss: 2.2381\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2466/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.74it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2466/3000]: Train loss: 1.8045, Valid loss: 2.3982\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2467/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.12it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2467/3000]: Train loss: 1.9737, Valid loss: 3.3836\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2468/3000]: 100%|██████████| 9/9 [00:00<00:00, 221.10it/s, loss=3.15]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2468/3000]: Train loss: 2.3759, Valid loss: 3.0844\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2469/3000]: 100%|██████████| 9/9 [00:00<00:00, 160.61it/s, loss=3.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2469/3000]: Train loss: 2.2526, Valid loss: 1.9662\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2470/3000]: 100%|██████████| 9/9 [00:00<00:00, 181.24it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2470/3000]: Train loss: 2.1393, Valid loss: 1.9227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2471/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.30it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2471/3000]: Train loss: 1.6455, Valid loss: 1.9817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2472/3000]: 100%|██████████| 9/9 [00:00<00:00, 192.25it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2472/3000]: Train loss: 1.5743, Valid loss: 1.8324\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2473/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.62it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2473/3000]: Train loss: 1.6408, Valid loss: 1.5900\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2474/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.36it/s, loss=1.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2474/3000]: Train loss: 1.6486, Valid loss: 2.2940\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2475/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.52it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2475/3000]: Train loss: 1.6147, Valid loss: 2.1751\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2476/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.18it/s, loss=1.55]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2476/3000]: Train loss: 1.6924, Valid loss: 2.8412"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2477/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.78it/s, loss=2.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2477/3000]: Train loss: 2.0950, Valid loss: 2.5030\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2478/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.54it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2478/3000]: Train loss: 1.8359, Valid loss: 1.7777\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2479/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.86it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2479/3000]: Train loss: 2.2279, Valid loss: 2.7618\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2480/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.66it/s, loss=1.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2480/3000]: Train loss: 1.8463, Valid loss: 1.8541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2481/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.27it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2481/3000]: Train loss: 2.0151, Valid loss: 3.6728\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2482/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.50it/s, loss=2.38]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2482/3000]: Train loss: 2.4641, Valid loss: 2.9785\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2483/3000]: 100%|██████████| 9/9 [00:00<00:00, 206.31it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2483/3000]: Train loss: 2.2379, Valid loss: 2.2518\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2484/3000]: 100%|██████████| 9/9 [00:00<00:00, 156.43it/s, loss=2.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2484/3000]: Train loss: 2.1318, Valid loss: 2.0970\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2485/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.41it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2485/3000]: Train loss: 1.8861, Valid loss: 1.6212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2486/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.55it/s, loss=1.98]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2486/3000]: Train loss: 2.1275, Valid loss: 2.4285\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2487/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.32it/s, loss=1.83]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2487/3000]: Train loss: 2.0481, Valid loss: 2.4657\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2488/3000]: 100%|██████████| 9/9 [00:00<00:00, 130.97it/s, loss=1.25]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2488/3000]: Train loss: 1.9296, Valid loss: 1.8345\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2489/3000]: 100%|██████████| 9/9 [00:00<00:00, 330.64it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2489/3000]: Train loss: 1.6517, Valid loss: 2.2794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2490/3000]: 100%|██████████| 9/9 [00:00<00:00, 217.67it/s, loss=1.77]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2490/3000]: Train loss: 1.7904, Valid loss: 1.9941\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2491/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.19it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2491/3000]: Train loss: 1.7139, Valid loss: 2.1224\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2492/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.59it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2492/3000]: Train loss: 1.6689, Valid loss: 2.1418\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2493/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.25it/s, loss=1.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2493/3000]: Train loss: 1.6166, Valid loss: 1.6553\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2494/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.26it/s, loss=1.97]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2494/3000]: Train loss: 1.7974, Valid loss: 2.3543\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2495/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.08it/s, loss=1.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2495/3000]: Train loss: 1.6228, Valid loss: 2.3650\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2496/3000]: 100%|██████████| 9/9 [00:00<00:00, 247.16it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2496/3000]: Train loss: 1.6164, Valid loss: 2.2846\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2497/3000]: 100%|██████████| 9/9 [00:00<00:00, 242.29it/s, loss=1.33]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2497/3000]: Train loss: 1.5892, Valid loss: 1.9539\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2498/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.18it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2498/3000]: Train loss: 1.5957, Valid loss: 2.0028\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2499/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.53it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2499/3000]: Train loss: 1.7960, Valid loss: 2.1439\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2500/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.20it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2500/3000]: Train loss: 1.7715, Valid loss: 1.8963\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2501/3000]: 100%|██████████| 9/9 [00:00<00:00, 296.96it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2501/3000]: Train loss: 1.6940, Valid loss: 1.6706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2502/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.89it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2502/3000]: Train loss: 1.6616, Valid loss: 2.1091\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2503/3000]: 100%|██████████| 9/9 [00:00<00:00, 276.34it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2503/3000]: Train loss: 1.6381, Valid loss: 2.8324\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2504/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.03it/s, loss=3.25]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2504/3000]: Train loss: 2.0711, Valid loss: 2.1422\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2505/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.03it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2505/3000]: Train loss: 2.1820, Valid loss: 2.0871\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2506/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.61it/s, loss=1.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2506/3000]: Train loss: 1.6184, Valid loss: 2.3425\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2507/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.94it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2507/3000]: Train loss: 1.5537, Valid loss: 2.1108\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2508/3000]: 100%|██████████| 9/9 [00:00<00:00, 228.70it/s, loss=1.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2508/3000]: Train loss: 1.6640, Valid loss: 1.8918\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2509/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.26it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2509/3000]: Train loss: 1.5901, Valid loss: 1.6703\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2510/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.99it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2510/3000]: Train loss: 1.8093, Valid loss: 2.2023\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2511/3000]: 100%|██████████| 9/9 [00:00<00:00, 246.77it/s, loss=2.29]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2511/3000]: Train loss: 2.1147, Valid loss: 1.7192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2512/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.70it/s, loss=1.37]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2512/3000]: Train loss: 1.9399, Valid loss: 1.9292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2513/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.33it/s, loss=1.49]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2513/3000]: Train loss: 1.5819, Valid loss: 1.9496\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2514/3000]: 100%|██████████| 9/9 [00:00<00:00, 163.33it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2514/3000]: Train loss: 1.9023, Valid loss: 2.2270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2515/3000]: 100%|██████████| 9/9 [00:00<00:00, 132.04it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2515/3000]: Train loss: 1.9035, Valid loss: 2.5000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2516/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.01it/s, loss=1.42]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2516/3000]: Train loss: 2.2851, Valid loss: 2.2282\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2517/3000]: 100%|██████████| 9/9 [00:00<00:00, 232.59it/s, loss=1.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2517/3000]: Train loss: 1.7233, Valid loss: 2.4063\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2518/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.35it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2518/3000]: Train loss: 1.7457, Valid loss: 2.3106\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2519/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.84it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2519/3000]: Train loss: 1.8867, Valid loss: 1.7235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2520/3000]: 100%|██████████| 9/9 [00:00<00:00, 254.13it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2520/3000]: Train loss: 1.6479, Valid loss: 1.7097\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2521/3000]: 100%|██████████| 9/9 [00:00<00:00, 213.80it/s, loss=2.08]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2521/3000]: Train loss: 1.6398, Valid loss: 1.9464\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2522/3000]: 100%|██████████| 9/9 [00:00<00:00, 286.38it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2522/3000]: Train loss: 1.5937, Valid loss: 1.6599\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2523/3000]: 100%|██████████| 9/9 [00:00<00:00, 194.19it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2523/3000]: Train loss: 1.7259, Valid loss: 1.8711\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2524/3000]: 100%|██████████| 9/9 [00:00<00:00, 107.67it/s, loss=1.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2524/3000]: Train loss: 1.6126, Valid loss: 2.2902\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2525/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.08it/s, loss=2.22]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2525/3000]: Train loss: 2.3314, Valid loss: 3.2484\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2526/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.15it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2526/3000]: Train loss: 2.2093, Valid loss: 2.1124\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2527/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.47it/s, loss=2.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2527/3000]: Train loss: 2.0638, Valid loss: 2.4119\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2528/3000]: 100%|██████████| 9/9 [00:00<00:00, 170.01it/s, loss=2.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2528/3000]: Train loss: 2.1034, Valid loss: 1.8793\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2529/3000]: 100%|██████████| 9/9 [00:00<00:00, 175.14it/s, loss=2.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2529/3000]: Train loss: 1.8143, Valid loss: 1.7222\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2530/3000]: 100%|██████████| 9/9 [00:00<00:00, 251.83it/s, loss=2.39]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2530/3000]: Train loss: 2.2393, Valid loss: 2.3208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2531/3000]: 100%|██████████| 9/9 [00:00<00:00, 288.19it/s, loss=1.91]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2531/3000]: Train loss: 2.0515, Valid loss: 1.7920\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2532/3000]: 100%|██████████| 9/9 [00:00<00:00, 294.97it/s, loss=1.92]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2532/3000]: Train loss: 1.7980, Valid loss: 1.6677\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2533/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.36it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2533/3000]: Train loss: 1.5751, Valid loss: 2.1405\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2534/3000]: 100%|██████████| 9/9 [00:00<00:00, 148.82it/s, loss=2.03]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2534/3000]: Train loss: 1.7276, Valid loss: 2.1984\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2535/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.47it/s, loss=2.23]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2535/3000]: Train loss: 1.8791, Valid loss: 1.5423\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2536/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.08it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2536/3000]: Train loss: 2.0556, Valid loss: 2.6754\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2537/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.99it/s, loss=1.24]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2537/3000]: Train loss: 1.8583, Valid loss: 1.8912\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2538/3000]: 100%|██████████| 9/9 [00:00<00:00, 290.83it/s, loss=1.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2538/3000]: Train loss: 1.9618, Valid loss: 2.0730\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2539/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.73it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2539/3000]: Train loss: 1.6046, Valid loss: 1.7192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2540/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.99it/s, loss=1.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2540/3000]: Train loss: 1.5722, Valid loss: 1.7817\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2541/3000]: 100%|██████████| 9/9 [00:00<00:00, 174.39it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2541/3000]: Train loss: 1.6055, Valid loss: 2.2444\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2542/3000]: 100%|██████████| 9/9 [00:00<00:00, 280.72it/s, loss=1.45]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2542/3000]: Train loss: 1.7110, Valid loss: 2.5921\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2543/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.85it/s, loss=2.48]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2543/3000]: Train loss: 1.7291, Valid loss: 2.7792"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2544/3000]: 100%|██████████| 9/9 [00:00<00:00, 167.76it/s, loss=2.05]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2544/3000]: Train loss: 1.9625, Valid loss: 1.7953\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2545/3000]: 100%|██████████| 9/9 [00:00<00:00, 158.93it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2545/3000]: Train loss: 1.7624, Valid loss: 1.7122\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2546/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.83it/s, loss=1.82]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2546/3000]: Train loss: 1.9104, Valid loss: 1.9902\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2547/3000]: 100%|██████████| 9/9 [00:00<00:00, 166.11it/s, loss=1.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2547/3000]: Train loss: 1.5763, Valid loss: 1.6952\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2548/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.02it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2548/3000]: Train loss: 1.6975, Valid loss: 1.6555\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2549/3000]: 100%|██████████| 9/9 [00:00<00:00, 176.45it/s, loss=1.82]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2549/3000]: Train loss: 1.7121, Valid loss: 2.8479\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2550/3000]: 100%|██████████| 9/9 [00:00<00:00, 136.96it/s, loss=3.6]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2550/3000]: Train loss: 2.4139, Valid loss: 2.5195\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2551/3000]: 100%|██████████| 9/9 [00:00<00:00, 209.91it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2551/3000]: Train loss: 2.3377, Valid loss: 2.2697\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2552/3000]: 100%|██████████| 9/9 [00:00<00:00, 121.25it/s, loss=2.7]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2552/3000]: Train loss: 1.9936, Valid loss: 1.7056\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2553/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.42it/s, loss=1.56]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2553/3000]: Train loss: 1.6758, Valid loss: 1.9033\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2554/3000]: 100%|██████████| 9/9 [00:00<00:00, 198.80it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2554/3000]: Train loss: 1.5926, Valid loss: 1.9610\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2555/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.34it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2555/3000]: Train loss: 1.6934, Valid loss: 2.1728\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2556/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.33it/s, loss=1.53]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2556/3000]: Train loss: 1.6573, Valid loss: 2.1143\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2557/3000]: 100%|██████████| 9/9 [00:00<00:00, 325.29it/s, loss=2.18]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2557/3000]: Train loss: 1.7493, Valid loss: 1.7200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2558/3000]: 100%|██████████| 9/9 [00:00<00:00, 225.03it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2558/3000]: Train loss: 1.6652, Valid loss: 2.0375\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2559/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.65it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2559/3000]: Train loss: 1.5865, Valid loss: 1.8515\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2560/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.20it/s, loss=1.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2560/3000]: Train loss: 1.5744, Valid loss: 1.5585\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2561/3000]: 100%|██████████| 9/9 [00:00<00:00, 189.98it/s, loss=1.12]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2561/3000]: Train loss: 1.6500, Valid loss: 2.4718\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2562/3000]: 100%|██████████| 9/9 [00:00<00:00, 149.02it/s, loss=1.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2562/3000]: Train loss: 1.6380, Valid loss: 2.2472\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2563/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.86it/s, loss=2.48]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2563/3000]: Train loss: 1.8969, Valid loss: 1.7505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2564/3000]: 100%|██████████| 9/9 [00:00<00:00, 137.77it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2564/3000]: Train loss: 1.6920, Valid loss: 1.8779\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2565/3000]: 100%|██████████| 9/9 [00:00<00:00, 237.04it/s, loss=3.19]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2565/3000]: Train loss: 2.0439, Valid loss: 2.4773\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2566/3000]: 100%|██████████| 9/9 [00:00<00:00, 164.80it/s, loss=1.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2566/3000]: Train loss: 1.7396, Valid loss: 2.2645\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2567/3000]: 100%|██████████| 9/9 [00:00<00:00, 227.42it/s, loss=1.2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2567/3000]: Train loss: 1.5571, Valid loss: 2.8784\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2568/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.22it/s, loss=2.26]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2568/3000]: Train loss: 1.9714, Valid loss: 2.7294\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2569/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.74it/s, loss=1.5]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2569/3000]: Train loss: 1.6536, Valid loss: 1.8067\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2570/3000]: 100%|██████████| 9/9 [00:00<00:00, 171.12it/s, loss=1.52]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2570/3000]: Train loss: 1.6175, Valid loss: 2.1571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2571/3000]: 100%|██████████| 9/9 [00:00<00:00, 190.19it/s, loss=1.81]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2571/3000]: Train loss: 1.6698, Valid loss: 2.1399\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2572/3000]: 100%|██████████| 9/9 [00:00<00:00, 123.85it/s, loss=2.24]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2572/3000]: Train loss: 1.9188, Valid loss: 1.6153\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2573/3000]: 100%|██████████| 9/9 [00:00<00:00, 307.83it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2573/3000]: Train loss: 1.8298, Valid loss: 1.6667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2574/3000]: 100%|██████████| 9/9 [00:00<00:00, 244.82it/s, loss=1.46]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2574/3000]: Train loss: 1.5674, Valid loss: 2.2556\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2575/3000]: 100%|██████████| 9/9 [00:00<00:00, 265.54it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2575/3000]: Train loss: 1.6976, Valid loss: 2.1481\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2576/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.55it/s, loss=2.02]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2576/3000]: Train loss: 1.8422, Valid loss: 1.6730\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2577/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.41it/s, loss=1.71]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2577/3000]: Train loss: 1.8292, Valid loss: 1.7910\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2578/3000]: 100%|██████████| 9/9 [00:00<00:00, 180.03it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2578/3000]: Train loss: 1.6228, Valid loss: 2.2387\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2579/3000]: 100%|██████████| 9/9 [00:00<00:00, 231.02it/s, loss=2.47]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2579/3000]: Train loss: 1.9222, Valid loss: 2.1591\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2580/3000]: 100%|██████████| 9/9 [00:00<00:00, 165.44it/s, loss=1.62]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2580/3000]: Train loss: 2.0991, Valid loss: 1.9921\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2581/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.73it/s, loss=2.4]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2581/3000]: Train loss: 2.0700, Valid loss: 1.9341\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2582/3000]: 100%|██████████| 9/9 [00:00<00:00, 147.49it/s, loss=1.63]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2582/3000]: Train loss: 1.7241, Valid loss: 2.3237\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2583/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.04it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2583/3000]: Train loss: 1.9120, Valid loss: 1.6555\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2584/3000]: 100%|██████████| 9/9 [00:00<00:00, 197.92it/s, loss=1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2584/3000]: Train loss: 1.9568, Valid loss: 3.8845\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2585/3000]: 100%|██████████| 9/9 [00:00<00:00, 234.71it/s, loss=5.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2585/3000]: Train loss: 3.6527, Valid loss: 3.9779\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2586/3000]: 100%|██████████| 9/9 [00:00<00:00, 193.91it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2586/3000]: Train loss: 2.5750, Valid loss: 2.8188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2587/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.62it/s, loss=2.21]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2587/3000]: Train loss: 2.3091, Valid loss: 2.8111\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2588/3000]: 100%|██████████| 9/9 [00:00<00:00, 143.32it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2588/3000]: Train loss: 2.2060, Valid loss: 2.4573\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2589/3000]: 100%|██████████| 9/9 [00:00<00:00, 214.18it/s, loss=1.89]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2589/3000]: Train loss: 1.6873, Valid loss: 2.0051\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2590/3000]: 100%|██████████| 9/9 [00:00<00:00, 187.76it/s, loss=1.64]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2590/3000]: Train loss: 1.6246, Valid loss: 2.0042\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2591/3000]: 100%|██████████| 9/9 [00:00<00:00, 173.00it/s, loss=1.68]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2591/3000]: Train loss: 1.5722, Valid loss: 2.1883\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2592/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.35it/s, loss=1.85]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2592/3000]: Train loss: 1.5863, Valid loss: 1.7532\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2593/3000]: 100%|██████████| 9/9 [00:00<00:00, 183.21it/s, loss=2.1]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2593/3000]: Train loss: 1.6741, Valid loss: 2.1256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2594/3000]: 100%|██████████| 9/9 [00:00<00:00, 139.40it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2594/3000]: Train loss: 1.6074, Valid loss: 1.7290\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2595/3000]: 100%|██████████| 9/9 [00:00<00:00, 210.90it/s, loss=2]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2595/3000]: Train loss: 1.6471, Valid loss: 1.7721\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2596/3000]: 100%|██████████| 9/9 [00:00<00:00, 154.93it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2596/3000]: Train loss: 1.6382, Valid loss: 2.0539\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2597/3000]: 100%|██████████| 9/9 [00:00<00:00, 191.70it/s, loss=1.79]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2597/3000]: Train loss: 1.6948, Valid loss: 2.4409\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2598/3000]: 100%|██████████| 9/9 [00:00<00:00, 134.63it/s, loss=2.64]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2598/3000]: Train loss: 1.8852, Valid loss: 3.3768\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch [2599/3000]: 100%|██████████| 9/9 [00:00<00:00, 230.55it/s, loss=1.99]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2599/3000]: Train loss: 2.1600, Valid loss: 1.9913\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2600/3000]: 100%|██████████| 9/9 [00:00<00:00, 219.33it/s, loss=1.51]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2600/3000]: Train loss: 2.0423, Valid loss: 2.1578\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2601/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.43it/s, loss=1.88]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2601/3000]: Train loss: 1.9877, Valid loss: 1.7859\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2602/3000]: 100%|██████████| 9/9 [00:00<00:00, 146.89it/s, loss=1.86]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2602/3000]: Train loss: 1.5944, Valid loss: 1.7045\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2603/3000]: 100%|██████████| 9/9 [00:00<00:00, 182.73it/s, loss=1.78]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2603/3000]: Train loss: 1.6910, Valid loss: 2.2881\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2604/3000]: 100%|██████████| 9/9 [00:00<00:00, 229.42it/s, loss=1.55]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2604/3000]: Train loss: 1.6656, Valid loss: 1.5386\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2605/3000]: 100%|██████████| 9/9 [00:00<00:00, 168.39it/s, loss=1.35]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2605/3000]: Train loss: 1.5412, Valid loss: 1.7198\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2606/3000]: 100%|██████████| 9/9 [00:00<00:00, 155.19it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2606/3000]: Train loss: 1.8139, Valid loss: 2.1841\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2607/3000]: 100%|██████████| 9/9 [00:00<00:00, 212.23it/s, loss=2.28]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2607/3000]: Train loss: 1.8309, Valid loss: 1.7907\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2608/3000]: 100%|██████████| 9/9 [00:00<00:00, 233.54it/s, loss=1.43]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2608/3000]: Train loss: 1.5853, Valid loss: 2.0400\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2609/3000]: 100%|██████████| 9/9 [00:00<00:00, 267.44it/s, loss=1.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2609/3000]: Train loss: 1.6034, Valid loss: 2.1023\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2610/3000]: 100%|██████████| 9/9 [00:00<00:00, 204.42it/s, loss=1.65]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2610/3000]: Train loss: 1.6308, Valid loss: 1.9240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2611/3000]: 100%|██████████| 9/9 [00:00<00:00, 245.95it/s, loss=1.75]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2611/3000]: Train loss: 1.7634, Valid loss: 2.8366\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2612/3000]: 100%|██████████| 9/9 [00:00<00:00, 284.58it/s, loss=2.41]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2612/3000]: Train loss: 1.7677, Valid loss: 2.1838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2613/3000]: 100%|██████████| 9/9 [00:00<00:00, 199.48it/s, loss=3.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2613/3000]: Train loss: 2.6344, Valid loss: 1.9943\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2614/3000]: 100%|██████████| 9/9 [00:00<00:00, 185.72it/s, loss=2.11]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2614/3000]: Train loss: 1.8859, Valid loss: 2.2509\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2615/3000]: 100%|██████████| 9/9 [00:00<00:00, 207.19it/s, loss=1.74]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2615/3000]: Train loss: 1.5594, Valid loss: 2.1706\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2616/3000]: 100%|██████████| 9/9 [00:00<00:00, 161.25it/s, loss=2.07]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2616/3000]: Train loss: 1.5873, Valid loss: 1.7347\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2617/3000]: 100%|██████████| 9/9 [00:00<00:00, 126.87it/s, loss=1.32]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2617/3000]: Train loss: 1.5273, Valid loss: 3.0541\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2618/3000]: 100%|██████████| 9/9 [00:00<00:00, 201.34it/s, loss=2.04]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2618/3000]: Train loss: 1.5834, Valid loss: 1.7405\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2619/3000]: 100%|██████████| 9/9 [00:00<00:00, 184.95it/s, loss=1.13]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2619/3000]: Train loss: 1.6801, Valid loss: 1.8595\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2620/3000]: 100%|██████████| 9/9 [00:00<00:00, 188.22it/s, loss=2.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2620/3000]: Train loss: 1.8349, Valid loss: 2.0864\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2621/3000]: 100%|██████████| 9/9 [00:00<00:00, 127.57it/s, loss=2.09]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2621/3000]: Train loss: 1.7668, Valid loss: 1.9998\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2622/3000]: 100%|██████████| 9/9 [00:00<00:00, 144.96it/s, loss=1.44]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2622/3000]: Train loss: 1.6636, Valid loss: 1.9155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2623/3000]: 100%|██████████| 9/9 [00:00<00:00, 157.84it/s, loss=1.31]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2623/3000]: Train loss: 1.5406, Valid loss: 2.1073\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2624/3000]: 100%|██████████| 9/9 [00:00<00:00, 265.07it/s, loss=1.17]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2624/3000]: Train loss: 1.5674, Valid loss: 1.7462\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2625/3000]: 100%|██████████| 9/9 [00:00<00:00, 202.26it/s, loss=1.73]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2625/3000]: Train loss: 1.5895, Valid loss: 2.0537\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2626/3000]: 100%|██████████| 9/9 [00:00<00:00, 211.67it/s, loss=2.01]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2626/3000]: Train loss: 1.9501, Valid loss: 1.8166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2627/3000]: 100%|██████████| 9/9 [00:00<00:00, 222.82it/s, loss=1.67]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2627/3000]: Train loss: 1.9485, Valid loss: 3.0084\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2628/3000]: 100%|██████████| 9/9 [00:00<00:00, 172.49it/s, loss=2.95]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2628/3000]: Train loss: 2.3830, Valid loss: 2.1512\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2629/3000]: 100%|██████████| 9/9 [00:00<00:00, 169.46it/s, loss=1.76]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2629/3000]: Train loss: 2.1592, Valid loss: 2.5860\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2630/3000]: 100%|██████████| 9/9 [00:00<00:00, 317.65it/s, loss=3.48]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2630/3000]: Train loss: 2.4581, Valid loss: 1.7138\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2631/3000]: 100%|██████████| 9/9 [00:00<00:00, 131.62it/s, loss=2.54]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2631/3000]: Train loss: 2.1687, Valid loss: 2.2550\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch [2632/3000]: 100%|██████████| 9/9 [00:00<00:00, 241.38it/s, loss=1.57]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [2632/3000]: Train loss: 1.7864, Valid loss: 2.1413\n",
      "\n",
      "Model is not improving, so we halt the training session.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = My_Model(input_dim=x_train.shape[1]).to(device) # put your model and data on the same computation device.\n",
    "trainer(train_loader, valid_loader, model, config, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b214c7a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Reusing TensorBoard on port 6006 (pid 22232), started 0:01:32 ago. (Use '!kill 22232' to kill it.)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "      <iframe id=\"tensorboard-frame-bdbc7173519b9874\" width=\"100%\" height=\"800\" frameborder=\"0\">\n",
       "      </iframe>\n",
       "      <script>\n",
       "        (function() {\n",
       "          const frame = document.getElementById(\"tensorboard-frame-bdbc7173519b9874\");\n",
       "          const url = new URL(\"http://localhost\");\n",
       "          const port = 6006;\n",
       "          if (port) {\n",
       "            url.port = port;\n",
       "          }\n",
       "          frame.src = url;\n",
       "        })();\n",
       "      </script>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%reload_ext tensorboard\n",
    "%tensorboard --logdir=./runs/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a95d21e5",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2587009e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5/5 [00:00<00:00, 611.75it/s]\n"
     ]
    }
   ],
   "source": [
    "def save_pred(preds, file):\n",
    "    ''' Save predictions to specified file '''\n",
    "    with open(file, 'w') as fp:\n",
    "        writer = csv.writer(fp)\n",
    "        writer.writerow(['id', 'tested_positive'])\n",
    "        for i, p in enumerate(preds):\n",
    "            writer.writerow([i, p])\n",
    "\n",
    "model = My_Model(input_dim=x_train.shape[1]).to(device)\n",
    "model.load_state_dict(torch.load(config['save_path']))\n",
    "preds = predict(test_loader, model, device) \n",
    "save_pred(preds, 'pred.csv')  "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
